This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.

  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species. 


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


### Summary of unconverged parameters:

Table X. Unconverged parameters.

variable

Freq

beta0_H

1

Ho_ay

2

Ho_ayu

9

Hy_ay

1

Hy_ayg

1

Hy_ayu

4

lambda_H

1

R_ay

14

R_ayu

16

Rb_ay

14

Rb_ayu

15

Rdnye_ayg

1

Ro_ay

11

Ro_ayg

10

Ro_ayu

28

Rp_ay

14

Rp_ayu

15

Rs_ayu

4

Ry_ay

13

Ry_ayg

5

Ry_ayu

20

parameter

mean

median

Rhat

beta2_pH[11,3]

-5.573

-4.337

1.106

lambda_H[10]

0.294

0.194

1.193

Hy_ayg[5,1]

0.315

0.098

1.121

Hy_ayu[9,3]

0.022

0.003

1.236

Hy_ayu[5,7]

2.363

0.325

1.111

Hy_ayu[5,8]

7.093

1.113

1.149

Hy_ayu[9,14]

0.001

0.000

1.175

Hy_ay[5,7]

2.896

0.802

1.103

Hy_ay[5,8]

8.792

2.655

1.143

Ho_ayu[5,1]

0.913

0.053

1.106

Ho_ayu[9,2]

0.019

0.002

1.193

Ho_ayu[9,3]

0.009

0.001

1.169

Ho_ayu[9,4]

0.002

0.000

1.243

Ho_ayu[9,7]

0.002

0.000

1.113

Ho_ayu[5,11]

2.852

0.187

1.123

Ho_ayu[9,13]

0.000

0.000

1.121

Ho_ayu[5,14]

14.841

1.249

1.145

Ho_ayu[9,15]

0.001

0.000

1.151

Ho_ayu[9,18]

0.002

0.000

1.121

Ho_ay[5,11]

3.488

0.716

1.118

Ho_ay[5,14]

18.359

4.491

1.142

beta0_H[8]

6.606

6.323

1.113

R_ay[6,1]

146,616.348

544.054

1.290

R_ay[6,2]

94,105.293

676.407

1.160

R_ay[6,3]

8,260.277

720.204

1.200

R_ay[6,4]

17,415.644

612.102

1.240

R_ay[6,5]

15,066.028

1,362.205

1.278

R_ay[6,6]

6,231.049

1,311.761

1.212

R_ay[6,7]

64,692.916

1,581.254

1.280

R_ay[5,8]

187.767

90.228

1.143

R_ay[6,8]

123,544.202

2,278.254

1.291

R_ay[6,9]

10,489.593

2,348.104

1.250

R_ay[6,10]

72,318.525

2,822.492

1.291

R_ay[6,11]

58,334.483

3,522.975

1.290

R_ay[6,12]

12,010.023

3,878.858

1.102

R_ay[6,13]

11,897.230

3,067.281

1.194

R_ay[6,16]

5,647.249

3,731.781

1.217

R_ayu[6,1]

146,530.824

468.841

1.290

R_ayu[9,1]

22.589

10.068

1.182

R_ayu[6,2]

94,002.473

584.651

1.160

R_ayu[6,3]

8,154.604

635.680

1.200

R_ayu[6,4]

17,331.403

529.308

1.240

R_ayu[6,5]

14,875.857

1,200.165

1.278

R_ayu[6,6]

6,058.309

1,166.723

1.212

R_ayu[6,7]

64,483.538

1,399.106

1.280

R_ayu[5,8]

158.878

69.692

1.150

R_ayu[6,8]

123,235.907

2,004.506

1.291

R_ayu[6,9]

10,179.173

2,067.471

1.250

R_ayu[6,10]

71,947.596

2,503.875

1.291

R_ayu[6,11]

57,843.181

3,079.743

1.290

R_ayu[6,12]

11,492.280

3,432.671

1.102

R_ayu[6,13]

11,483.987

2,682.647

1.194

R_ayu[9,13]

0.358

0.186

1.165

R_ayu[6,16]

5,177.454

3,252.023

1.219

Rp_ayu[6,1]

146,515.761

452.965

1.290

Rp_ayu[6,2]

93,985.215

566.566

1.160

Rp_ayu[6,3]

8,133.783

610.838

1.200

Rp_ayu[6,4]

17,315.776

512.611

1.240

Rp_ayu[6,5]

14,841.373

1,170.293

1.278

Rp_ayu[6,6]

6,028.663

1,138.636

1.212

Rp_ayu[6,7]

64,448.887

1,358.102

1.280

Rp_ayu[5,8]

154.394

67.194

1.150

Rp_ayu[6,8]

123,181.790

1,954.419

1.291

Rp_ayu[6,9]

10,127.225

2,018.349

1.250

Rp_ayu[6,10]

71,877.907

2,428.820

1.291

Rp_ayu[6,11]

57,763.816

2,995.149

1.290

Rp_ayu[6,12]

11,391.053

3,351.014

1.102

Rp_ayu[6,13]

11,412.983

2,634.225

1.194

Rp_ayu[9,13]

0.343

0.182

1.176

Rp_ayu[6,16]

5,097.025

3,153.410

1.219

Rp_ay[6,1]

146,599.102

529.850

1.290

Rp_ay[6,2]

94,085.364

654.703

1.160

Rp_ay[6,3]

8,236.823

698.243

1.200

Rp_ay[6,4]

17,397.851

590.810

1.240

Rp_ay[6,5]

15,026.148

1,328.788

1.278

Rp_ay[6,6]

6,196.883

1,287.671

1.212

Rp_ay[6,7]

64,652.696

1,534.053

1.280

Rp_ay[5,8]

183.076

87.484

1.143

Rp_ay[6,8]

123,481.935

2,212.053

1.291

Rp_ay[6,9]

10,429.349

2,293.858

1.250

Rp_ay[6,10]

72,239.387

2,751.807

1.291

Rp_ay[6,11]

58,241.327

3,431.349

1.290

Rp_ay[6,12]

11,893.707

3,787.541

1.102

Rp_ay[6,13]

11,814.409

2,991.192

1.194

Rp_ay[6,16]

5,553.385

3,628.349

1.217

Rb_ayu[6,1]

141,890.198

444.778

1.290

Rb_ayu[6,2]

93,036.976

555.217

1.162

Rb_ayu[6,3]

8,048.616

600.951

1.202

Rb_ayu[6,4]

16,886.399

500.075

1.238

Rb_ayu[6,5]

14,537.108

1,153.057

1.277

Rb_ayu[6,6]

5,849.088

1,123.988

1.204

Rb_ayu[6,7]

63,961.158

1,322.340

1.280

Rb_ayu[5,8]

151.315

65.658

1.153

Rb_ayu[6,8]

114,280.795

1,903.641

1.291

Rb_ayu[6,9]

9,974.056

1,961.250

1.250

Rb_ayu[6,10]

71,490.228

2,362.675

1.291

Rb_ayu[6,11]

56,919.991

2,922.879

1.290

Rb_ayu[6,12]

11,158.577

3,273.449

1.104

Rb_ayu[6,13]

11,213.834

2,566.691

1.193

Rb_ayu[9,13]

0.325

0.175

1.157

Rb_ayu[6,16]

4,987.591

3,091.207

1.224

Rb_ay[6,1]

141,970.461

521.407

1.290

Rb_ay[6,2]

93,133.294

629.411

1.162

Rb_ay[6,3]

8,147.955

681.663

1.202

Rb_ay[6,4]

16,965.592

576.377

1.238

Rb_ay[6,5]

14,715.298

1,307.417

1.277

Rb_ay[6,6]

6,011.588

1,265.091

1.204

Rb_ay[6,7]

64,157.436

1,497.462

1.280

Rb_ay[5,8]

178.945

85.059

1.147

Rb_ay[6,8]

114,570.135

2,164.420

1.291

Rb_ay[6,9]

10,265.983

2,235.926

1.250

Rb_ay[6,10]

71,839.650

2,692.271

1.291

Rb_ay[6,11]

57,380.705

3,339.762

1.290

Rb_ay[6,12]

11,643.543

3,702.896

1.104

Rb_ay[6,13]

11,601.167

2,913.330

1.193

Rb_ay[6,16]

5,428.247

3,553.792

1.222

Ry_ayg[5,1]

0.008

0.001

1.111

Ry_ayg[5,3]

0.010

0.001

1.147

Ry_ayg[9,7]

0.005

0.002

1.128

Ry_ayg[5,8]

0.050

0.008

1.137

Ry_ayg[5,11]

0.026

0.004

1.108

Ry_ayg[5,15]

0.071

0.015

1.237

Ry_ayu[5,3]

0.432

0.010

1.258

Ry_ayu[7,3]

0.019

0.002

1.198

Ry_ayu[11,3]

155.555

86.346

1.151

Ry_ayu[9,5]

0.001

0.000

1.181

Ry_ayu[1,7]

10.680

4.392

1.157

Ry_ayu[5,7]

0.789

0.019

1.263

Ry_ayu[6,8]

22.272

0.255

1.178

Ry_ayu[5,9]

0.423

0.010

1.227

Ry_ayu[6,9]

24.177

0.293

1.171

Ry_ayu[6,13]

28.521

0.359

1.142

Ry_ayu[9,13]

0.000

0.000

1.135

Ry_ayu[8,20]

8.542

3.156

1.110

Ry_ayu[12,24]

1.679

0.686

1.104

Ry_ayu[5,28]

21.042

0.578

1.102

Ry_ayu[6,30]

48.714

0.816

1.100

Ry_ayu[5,32]

7.242

0.349

1.157

Ry_ayu[5,33]

6.882

0.208

1.117

Ry_ayu[9,33]

0.316

0.012

1.180

Ry_ayu[6,35]

134.298

17.120

1.102

Ry_ayu[7,35]

4.745

0.165

1.129

Ry_ayu[5,37]

1.223

0.030

1.106

Ry_ayu[9,37]

0.245

0.001

1.241

Ry_ayu[9,38]

0.203

0.002

1.228

Ry_ayu[9,39]

0.125

0.001

1.130

Ry_ayu[9,43]

0.849

0.020

1.141

Ry_ayu[16,45]

17.655

5.452

1.114

Ry_ay[5,3]

0.442

0.016

1.258

Ry_ay[5,7]

0.802

0.032

1.263

Ry_ay[9,7]

0.005

0.003

1.124

Ry_ay[6,8]

24.084

2.012

1.176

Ry_ay[5,9]

0.431

0.018

1.227

Ry_ay[6,9]

25.868

2.042

1.171

Ry_ay[6,13]

30.989

2.789

1.142

Ry_ay[5,28]

21.207

0.829

1.102

Ry_ay[6,30]

50.625

3.254

1.100

Ry_ay[5,32]

7.361

0.501

1.157

Ry_ay[5,33]

6.886

0.211

1.117

Ry_ay[6,35]

136.787

19.450

1.102

Ry_ay[7,35]

32.393

28.999

1.116

Ry_ay[5,37]

1.231

0.042

1.106

Ry_ay[9,37]

1.110

0.800

1.217

Ry_ay[9,38]

3.817

3.466

1.114

Ry_ay[9,43]

2.134

1.345

1.134

Ry_ay[16,45]

282.064

273.532

1.103

Ro_ayg[6,1]

1.754

0.554

1.102

Ro_ayg[1,2]

113.940

49.382

1.126

Ro_ayg[5,3]

0.029

0.004

1.169

Ro_ayg[9,3]

5.632

1.767

1.115

Ro_ayg[5,4]

0.015

0.002

1.235

Ro_ayg[1,5]

124.009

61.483

1.123

Ro_ayg[4,5]

0.017

0.008

1.105

Ro_ayg[1,6]

120.441

56.455

1.113

Ro_ayg[5,7]

0.056

0.008

1.170

Ro_ayg[12,11]

1.172

0.707

1.134

Ro_ayg[6,12]

12.225

4.450

1.152

Ro_ayg[5,37]

0.029

0.010

1.125

Ro_ayu[9,1]

2.219

0.009

1.283

Ro_ayu[4,2]

0.052

0.016

1.145

Ro_ayu[5,2]

0.571

0.011

1.171

Ro_ayu[9,2]

0.370

0.006

1.215

Ro_ayu[9,3]

0.230

0.003

1.248

Ro_ayu[9,4]

0.032

0.001

1.107

Ro_ayu[9,5]

0.043

0.001

1.199

Ro_ayu[9,7]

0.034

0.001

1.175

Ro_ayu[4,8]

0.004

0.001

1.148

Ro_ayu[6,8]

31.845

1.234

1.115

Ro_ayu[9,8]

0.036

0.000

1.266

Ro_ayu[9,9]

0.013

0.000

1.155

Ro_ayu[5,10]

2.402

0.043

1.131

Ro_ayu[5,11]

1.538

0.026

1.174

Ro_ayu[9,11]

0.008

0.000

1.207

Ro_ayu[8,16]

2.251

0.946

1.134

Ro_ayu[9,19]

0.204

0.004

1.149

Ro_ayu[9,20]

0.965

0.015

1.202

Ro_ayu[5,21]

9.416

0.207

1.132

Ro_ayu[9,21]

0.575

0.013

1.104

Ro_ayu[9,23]

0.756

0.022

1.133

Ro_ayu[9,24]

1.937

0.058

1.135

Ro_ayu[9,25]

1.402

0.045

1.166

Ro_ayu[9,29]

1.957

0.117

1.111

Ro_ayu[10,31]

22.565

13.384

1.172

Ro_ayu[9,34]

0.644

0.034

1.141

Ro_ayu[9,36]

0.852

0.056

1.207

Ro_ayu[9,42]

0.560

0.031

1.135

Ro_ayu[5,44]

23.797

0.714

1.125

Ro_ayu[9,44]

0.170

0.004

1.166

Ro_ay[9,1]

20.988

6.170

1.190

Ro_ay[1,2]

142.444

74.346

1.119

Ro_ay[5,2]

0.607

0.033

1.169

Ro_ay[1,5]

157.984

91.626

1.115

Ro_ay[1,6]

153.537

87.213

1.112

Ro_ay[6,8]

38.183

7.311

1.113

Ro_ay[5,10]

2.548

0.141

1.129

Ro_ay[5,11]

1.625

0.082

1.174

Ro_ay[5,21]

9.991

0.629

1.132

Ro_ay[10,31]

178.077

171.586

1.154

Ro_ay[9,36]

17.501

16.978

1.104

Ro_ay[5,44]

23.944

0.876

1.125

Rdnye_ayg[12,11]

1.159

0.698

1.134

Rs_ayu[12,1]

0.001

0.001

1.113

Rs_ayu[12,11]

0.002

0.001

1.132

Rs_ayu[12,13]

0.001

0.001

1.167

Rs_ayu[12,19]

0.005

0.001

1.134

Rp_ayu_mort[6,1]

15,919.971

49.218

1.290

Rp_ayu_mort[6,2]

10,212.157

61.561

1.160

Rp_ayu_mort[6,3]

883.793

66.372

1.200

Rp_ayu_mort[6,4]

1,881.481

55.699

1.240

Rp_ayu_mort[6,5]

1,612.620

127.161

1.278

Rp_ayu_mort[6,6]

655.057

123.721

1.212

Rp_ayu_mort[6,7]

7,002.826

147.567

1.280

Rp_ayu_mort[5,8]

16.776

7.301

1.150

Rp_ayu_mort[6,8]

13,384.571

212.361

1.291

Rp_ayu_mort[6,9]

1,100.394

219.308

1.250

Rp_ayu_mort[6,10]

7,810.042

263.908

1.291

Rp_ayu_mort[6,11]

6,276.446

325.444

1.290

Rp_ayu_mort[6,12]

1,237.718

364.111

1.102

Rp_ayu_mort[6,13]

1,240.101

286.227

1.194

Rp_ayu_mort[9,13]

0.037

0.020

1.176

Rp_ayu_mort[6,16]

553.828

342.640

1.219

Rp_ay_mort[6,1]

15,928.477

57.152

1.290

Rp_ay_mort[6,2]

10,222.378

70.738

1.160

Rp_ay_mort[6,3]

894.309

75.161

1.200

Rp_ay_mort[6,4]

1,889.858

63.812

1.240

Rp_ay_mort[6,5]

1,631.478

142.918

1.278

Rp_ay_mort[6,6]

672.225

139.105

1.212

Rp_ay_mort[6,7]

7,023.627

165.595

1.280

Rp_ay_mort[5,8]

19.703

9.405

1.144

Rp_ay_mort[6,8]

13,415.204

237.727

1.291

Rp_ay_mort[6,9]

1,131.229

247.528

1.250

Rp_ay_mort[6,10]

7,846.935

296.563

1.291

Rp_ay_mort[6,11]

6,325.181

370.141

1.290

Rp_ay_mort[6,12]

1,289.020

409.110

1.102

Rp_ay_mort[6,13]

1,281.071

323.022

1.194

Rp_ay_mort[6,16]

600.404

392.189

1.218

Rb_ayu_mort[6,1]

15,417.371

48.328

1.290

Rb_ayu_mort[6,2]

10,109.124

60.328

1.162

Rb_ayu_mort[6,3]

874.539

65.298

1.202

Rb_ayu_mort[6,4]

1,834.826

54.337

1.238

Rb_ayu_mort[6,5]

1,579.559

125.288

1.277

Rb_ayu_mort[6,6]

635.545

122.129

1.204

Rb_ayu_mort[6,7]

6,949.831

143.682

1.280

Rb_ayu_mort[5,8]

16.441

7.134

1.153

Rb_ayu_mort[6,8]

12,417.415

206.844

1.291

Rb_ayu_mort[6,9]

1,083.752

213.104

1.250

Rb_ayu_mort[6,10]

7,767.918

256.721

1.291

Rb_ayu_mort[6,11]

6,184.759

317.591

1.290

Rb_ayu_mort[6,12]

1,212.458

355.683

1.104

Rb_ayu_mort[6,13]

1,218.462

278.889

1.193

Rb_ayu_mort[9,13]

0.035

0.019

1.157

Rb_ayu_mort[6,16]

541.937

335.881

1.224

Rb_ay_mort[6,1]

15,425.563

56.222

1.290

Rb_ay_mort[6,2]

10,118.954

67.905

1.162

Rb_ay_mort[6,3]

884.678

73.573

1.202

Rb_ay_mort[6,4]

1,842.909

62.292

1.238

Rb_ay_mort[6,5]

1,597.746

140.974

1.277

Rb_ay_mort[6,6]

652.130

136.580

1.204

Rb_ay_mort[6,7]

6,969.863

161.670

1.280

Rb_ay_mort[5,8]

19.261

9.109

1.147

Rb_ay_mort[6,8]

12,446.945

233.774

1.291

Rb_ay_mort[6,9]

1,113.546

240.740

1.250

Rb_ay_mort[6,10]

7,803.580

290.427

1.291

Rb_ay_mort[6,11]

6,231.779

360.368

1.290

Rb_ay_mort[6,12]

1,261.954

398.543

1.104

Rb_ay_mort[6,13]

1,257.994

314.346

1.193

Rb_ay_mort[6,16]

586.911

383.771

1.222

Ry_ayg_mort[5,1]

0.007

0.001

1.111

Ry_ayg_mort[5,3]

0.009

0.001

1.147

Ry_ayg_mort[9,7]

0.004

0.002

1.128

Ry_ayg_mort[5,8]

0.046

0.007

1.137

Ry_ayg_mort[5,11]

0.024

0.004

1.108

Ry_ayg_mort[5,15]

0.065

0.013

1.237

Ry_ayu_mort[5,3]

0.379

0.008

1.258

Ry_ayu_mort[7,3]

0.016

0.001

1.198

Ry_ayu_mort[11,3]

140.000

77.711

1.151

Ry_ayu_mort[9,5]

0.000

0.000

1.181

Ry_ayu_mort[1,7]

9.366

3.852

1.157

Ry_ayu_mort[5,7]

0.692

0.016

1.263

Ry_ayu_mort[6,8]

19.532

0.224

1.178

Ry_ayu_mort[5,9]

0.371

0.009

1.227

Ry_ayu_mort[6,9]

21.203

0.257

1.171

Ry_ayu_mort[6,13]

25.012

0.315

1.142

Ry_ayu_mort[9,13]

0.000

0.000

1.135

Ry_ayu_mort[8,20]

7.491

2.768

1.110

Ry_ayu_mort[12,24]

1.511

0.618

1.104

Ry_ayu_mort[5,28]

18.453

0.507

1.102

Ry_ayu_mort[6,30]

42.720

0.716

1.100

Ry_ayu_mort[5,32]

6.351

0.306

1.157

Ry_ayu_mort[5,33]

6.035

0.182

1.117

Ry_ayu_mort[9,33]

0.278

0.010

1.180

Ry_ayu_mort[6,35]

117.775

15.014

1.102

Ry_ayu_mort[7,35]

4.161

0.145

1.129

Ry_ayu_mort[5,37]

0.305

0.007

1.106

Ry_ayu_mort[9,37]

0.061

0.000

1.241

Ry_ayu_mort[9,38]

0.050

0.001

1.228

Ry_ayu_mort[9,39]

0.031

0.000

1.130

Ry_ayu_mort[9,43]

0.211

0.005

1.141

Ry_ayu_mort[16,45]

3.531

1.090

1.114

Ry_ay_mort[5,3]

0.388

0.014

1.258

Ry_ay_mort[5,7]

0.704

0.029

1.263

Ry_ay_mort[9,7]

0.005

0.002

1.124

Ry_ay_mort[6,8]

21.185

1.816

1.176

Ry_ay_mort[5,9]

0.379

0.016

1.227

Ry_ay_mort[6,9]

22.745

1.840

1.171

Ry_ay_mort[6,13]

27.264

2.527

1.141

Ry_ay_mort[5,28]

18.604

0.733

1.102

Ry_ay_mort[6,30]

44.464

2.938

1.100

Ry_ay_mort[5,32]

6.460

0.448

1.157

Ry_ay_mort[5,33]

6.039

0.186

1.117

Ry_ay_mort[6,35]

120.046

17.183

1.102

Ry_ay_mort[7,35]

29.390

26.430

1.115

Ry_ay_mort[5,37]

0.307

0.011

1.106

Ry_ay_mort[9,37]

0.303

0.222

1.211

Ry_ay_mort[9,43]

0.571

0.374

1.133

Ry_ay_mort[16,45]

56.413

54.706

1.103

Rdnye_ayg_mort[12,11]

1.043

0.628

1.134

Rs_ayu_mort[12,1]

0.001

0.001

1.113

Rs_ayu_mort[12,11]

0.002

0.001

1.132

Rs_ayu_mort[12,13]

0.001

0.001

1.167

Rs_ayu_mort[12,19]

0.005

0.001

1.134

Tp_ayu[6,1]

16,255.059

296.224

1.290

Tp_ayu[6,2]

10,620.624

369.148

1.160

Tp_ayu[6,3]

1,293.142

384.317

1.200

Tp_ayu[6,4]

2,221.396

337.224

1.240

Tp_ayu[6,5]

2,364.810

755.277

1.278

Tp_ayu[6,6]

1,353.369

744.515

1.210

Tp_ayu[6,7]

7,841.380

894.238

1.280

Tp_ayu[6,8]

14,631.131

1,275.844

1.291

Tp_ayu[6,9]

2,376.112

1,302.069

1.249

Tp_ayu[6,10]

9,385.698

1,585.399

1.291

Tp_ayu[6,11]

8,330.772

1,925.781

1.290

Tp_ayu[6,13]

2,965.964

1,706.487

1.187

Tp_ay[6,1]

16,309.363

345.422

1.290

Tp_ay[6,2]

10,685.332

420.068

1.160

Tp_ay[6,3]

1,359.303

441.384

1.200

Tp_ay[6,4]

2,275.294

380.065

1.240

Tp_ay[6,5]

2,488.279

856.024

1.278

Tp_ay[6,6]

1,467.898

842.542

1.210

Tp_ay[6,7]

7,977.692

1,010.872

1.280

Tp_ay[6,8]

14,832.450

1,446.456

1.291

Tp_ay[6,9]

2,580.943

1,477.217

1.248

Tp_ay[6,10]

9,631.727

1,802.138

1.291

Tp_ay[6,11]

8,658.657

2,192.976

1.290

Tp_ay[6,13]

3,245.530

1,928.245

1.186

Tb_ayu[6,1]

15,745.241

290.684

1.290

Tb_ayu[6,2]

10,508.335

361.095

1.162

Tb_ayu[6,3]

1,274.767

378.456

1.202

Tb_ayu[6,4]

2,167.639

330.302

1.238

Tb_ayu[6,5]

2,315.098

737.577

1.277

Tb_ayu[6,6]

1,319.143

723.308

1.202

Tb_ayu[6,7]

7,770.593

877.799

1.280

Tb_ayu[6,8]

13,636.622

1,248.021

1.291

Tb_ayu[6,9]

2,331.437

1,267.974

1.248

Tb_ayu[6,10]

9,310.424

1,551.372

1.291

Tb_ayu[6,11]

8,194.611

1,887.089

1.290

Tb_ayu[6,13]

2,906.015

1,669.398

1.187

Tb_ay[6,1]

15,797.610

337.896

1.290

Tb_ay[6,2]

10,570.657

410.582

1.162

Tb_ay[6,3]

1,338.540

432.022

1.202

Tb_ay[6,4]

2,219.637

372.558

1.238

Tb_ay[6,5]

2,434.246

835.086

1.277

Tb_ay[6,6]

1,429.877

826.703

1.201

Tb_ay[6,7]

7,901.962

987.108

1.280

Tb_ay[6,8]

13,830.825

1,413.095

1.291

Tb_ay[6,9]

2,529.339

1,436.433

1.248

Tb_ay[6,10]

9,548.194

1,757.655

1.291

Tb_ay[6,11]

8,511.019

2,143.894

1.290

Tb_ay[6,13]

3,175.700

1,880.620

1.186

Ty_ayg[5,1]

0.323

0.101

1.116

Ty_ayu[9,3]

0.025

0.004

1.231

Ty_ayu[5,7]

3.056

0.431

1.125

Ty_ayu[5,13]

11.516

1.668

1.102

Ty_ayu[9,14]

0.001

0.000

1.157

Ty_ay[5,7]

3.600

0.894

1.121

Bb_ayg[5,14]

189.885

93.068

1.106

Bb_ayu[6,1]

87,986.109

1,268.864

1.291

Bb_ayu[6,2]

39,647.270

1,562.611

1.282

Bb_ayu[6,3]

6,312.908

1,724.194

1.197

Bb_ayu[6,4]

9,744.628

1,482.312

1.236

Bb_ayu[6,5]

11,814.114

3,304.182

1.283

Bb_ayu[6,6]

6,813.287

3,304.412

1.241

Bb_ayu[6,7]

36,402.131

3,976.898

1.273

Bb_ayu[6,8]

54,785.891

5,534.881

1.291

Bb_ayu[6,9]

11,318.418

5,801.222

1.250

Bb_ayu[6,10]

41,703.863

6,931.831

1.291

Bb_ayu[6,11]

48,834.390

8,612.561

1.291

Bb_ayu[6,13]

14,229.533

7,607.418

1.226

Bb_ayu[6,16]

11,979.418

9,165.861

1.147

Bb_ay[6,1]

88,234.824

1,482.703

1.291

Bb_ay[6,2]

39,941.356

1,791.897

1.282

Bb_ay[6,3]

6,615.735

1,951.447

1.197

Bb_ay[6,4]

9,991.523

1,704.590

1.236

Bb_ay[6,5]

12,371.211

3,771.332

1.283

Bb_ay[6,6]

7,343.169

3,730.117

1.241

Bb_ay[6,7]

37,028.533

4,581.969

1.273

Bb_ay[6,8]

55,704.732

6,356.782

1.291

Bb_ay[6,9]

12,269.825

6,638.654

1.250

Bb_ay[6,10]

42,839.273

7,858.959

1.291

Bb_ay[6,11]

50,320.870

9,886.548

1.291

Bb_ay[6,13]

15,516.258

8,596.750

1.225

Bb_ay[6,16]

13,465.665

10,472.503

1.136

By_ayg[5,1]

3.252

0.983

1.140

By_ayu[9,3]

0.244

0.035

1.207

By_ayu[5,13]

119.192

16.158

1.149

By_ayu[9,13]

0.013

0.002

1.112

By_ayu[5,14]

314.975

46.065

1.119

By_ayu[9,14]

0.014

0.002

1.164

By_ay[5,13]

139.771

37.106

1.145

By_ay[5,14]

368.743

96.729

1.118

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.092 0.080 -0.234 -0.099 0.074
mu_bc_H[2] -0.061 0.052 -0.149 -0.064 0.048
mu_bc_H[3] -0.421 0.069 -0.554 -0.423 -0.279
mu_bc_H[4] -0.977 0.188 -1.344 -0.973 -0.612
mu_bc_H[5] 0.699 0.740 -0.205 0.566 2.376
mu_bc_H[6] -2.260 0.305 -2.847 -2.264 -1.664
mu_bc_H[7] -0.473 0.111 -0.697 -0.472 -0.261
mu_bc_H[8] 0.217 0.355 -0.389 0.187 0.991
mu_bc_H[9] -0.284 0.134 -0.544 -0.284 -0.021
mu_bc_H[10] -0.086 0.069 -0.213 -0.088 0.051
mu_bc_H[11] -0.142 0.038 -0.215 -0.143 -0.065
mu_bc_H[12] -0.269 0.105 -0.496 -0.265 -0.075
mu_bc_H[13] -0.113 0.073 -0.253 -0.115 0.035
mu_bc_H[14] -0.295 0.091 -0.479 -0.293 -0.126
mu_bc_H[15] -0.341 0.050 -0.436 -0.341 -0.240
mu_bc_H[16] -0.366 0.361 -1.004 -0.392 0.415
mu_bc_R[1] 1.239 0.113 1.015 1.239 1.458
mu_bc_R[2] 1.358 0.089 1.178 1.363 1.520
mu_bc_R[3] 1.234 0.090 1.059 1.234 1.410
mu_bc_R[4] 0.886 0.182 0.502 0.895 1.220
mu_bc_R[5] 1.331 0.364 0.634 1.322 2.046
mu_bc_R[6] -1.334 0.348 -2.004 -1.336 -0.660
mu_bc_R[7] 0.534 0.188 0.162 0.531 0.904
mu_bc_R[8] 0.605 0.146 0.325 0.603 0.890
mu_bc_R[9] 0.314 0.198 -0.086 0.323 0.667
mu_bc_R[10] 1.173 0.111 0.956 1.174 1.384
mu_bc_R[11] 1.149 0.067 1.018 1.148 1.283
mu_bc_R[12] 0.864 0.170 0.517 0.866 1.206
mu_bc_R[13] 0.923 0.080 0.764 0.924 1.082
mu_bc_R[14] 0.907 0.123 0.653 0.911 1.140
mu_bc_R[15] 0.716 0.083 0.554 0.716 0.879
mu_bc_R[16] 1.168 0.104 0.965 1.166 1.377
tau_pH[1] 6.398 0.550 5.345 6.373 7.485
tau_pH[2] 1.862 0.210 1.472 1.852 2.298
tau_pH[3] 2.231 0.237 1.812 2.218 2.725
beta0_pH[1,1] 0.534 0.171 0.182 0.541 0.851
beta0_pH[2,1] 1.456 0.153 1.143 1.460 1.740
beta0_pH[3,1] 1.407 0.194 0.971 1.431 1.715
beta0_pH[4,1] 1.546 0.226 1.039 1.571 1.906
beta0_pH[5,1] -0.922 0.245 -1.445 -0.909 -0.480
beta0_pH[6,1] -0.478 0.350 -1.370 -0.401 -0.031
beta0_pH[7,1] 0.740 0.085 0.570 0.738 0.904
beta0_pH[8,1] -0.719 0.282 -1.368 -0.688 -0.259
beta0_pH[9,1] -0.650 0.277 -1.243 -0.627 -0.160
beta0_pH[10,1] 0.345 0.158 0.028 0.351 0.652
beta0_pH[11,1] -0.105 0.148 -0.423 -0.099 0.172
beta0_pH[12,1] 0.502 0.165 0.169 0.504 0.819
beta0_pH[13,1] -0.015 0.127 -0.265 -0.014 0.227
beta0_pH[14,1] -0.263 0.143 -0.548 -0.262 0.013
beta0_pH[15,1] -0.045 0.152 -0.357 -0.043 0.245
beta0_pH[16,1] -0.261 0.172 -0.630 -0.254 0.043
beta0_pH[1,2] 2.585 0.223 2.147 2.592 3.018
beta0_pH[2,2] 2.873 0.167 2.549 2.872 3.194
beta0_pH[3,2] 3.395 0.187 3.039 3.394 3.783
beta0_pH[4,2] 3.083 0.160 2.763 3.082 3.397
beta0_pH[5,2] 4.451 1.363 2.575 4.207 7.952
beta0_pH[6,2] 3.282 0.249 2.807 3.278 3.767
beta0_pH[7,2] 1.909 0.238 1.419 1.913 2.379
beta0_pH[8,2] 2.822 0.203 2.413 2.826 3.226
beta0_pH[9,2] 3.890 0.275 3.358 3.885 4.449
beta0_pH[10,2] 3.795 0.234 3.352 3.787 4.279
beta0_pH[11,2] 1.851 0.168 1.522 1.851 2.182
beta0_pH[12,2] 1.631 0.196 1.245 1.638 2.015
beta0_pH[13,2] 2.337 0.198 1.953 2.338 2.713
beta0_pH[14,2] 1.624 0.177 1.291 1.620 1.981
beta0_pH[15,2] 2.389 0.197 1.995 2.389 2.767
beta0_pH[16,2] 2.514 0.207 2.106 2.513 2.921
beta0_pH[1,3] 0.406 0.630 -1.112 0.488 1.303
beta0_pH[2,3] 2.068 0.177 1.726 2.065 2.423
beta0_pH[3,3] 2.671 0.162 2.360 2.670 2.995
beta0_pH[4,3] 3.005 0.180 2.655 3.003 3.362
beta0_pH[5,3] 2.973 1.663 0.779 2.618 7.303
beta0_pH[6,3] 1.172 0.371 0.504 1.153 1.945
beta0_pH[7,3] 0.574 0.197 0.199 0.568 0.962
beta0_pH[8,3] 0.273 0.192 -0.109 0.273 0.656
beta0_pH[9,3] -1.658 0.947 -3.442 -1.643 -0.233
beta0_pH[10,3] -0.355 0.678 -1.802 -0.344 0.854
beta0_pH[11,3] 1.094 0.409 0.290 1.098 1.956
beta0_pH[12,3] 0.804 0.435 -0.113 0.830 1.561
beta0_pH[13,3] 1.061 0.425 0.151 1.136 1.671
beta0_pH[14,3] 0.637 0.454 -0.388 0.672 1.421
beta0_pH[15,3] 0.912 0.374 0.035 0.971 1.445
beta0_pH[16,3] 1.008 0.368 0.131 1.084 1.538
beta1_pH[1,1] 3.301 0.744 2.343 3.141 5.337
beta1_pH[2,1] 1.762 0.247 1.328 1.747 2.322
beta1_pH[3,1] 1.892 0.412 1.361 1.827 2.825
beta1_pH[4,1] 2.189 0.494 1.586 2.100 3.523
beta1_pH[5,1] 2.250 0.286 1.745 2.235 2.859
beta1_pH[6,1] 2.557 0.837 1.430 2.393 4.667
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.798 0.695 1.793 2.658 4.498
beta1_pH[9,1] 2.242 0.385 1.641 2.200 3.131
beta1_pH[10,1] 2.147 0.239 1.712 2.136 2.657
beta1_pH[11,1] 3.335 0.199 2.974 3.328 3.757
beta1_pH[12,1] 2.878 0.198 2.491 2.880 3.259
beta1_pH[13,1] 2.720 0.197 2.341 2.715 3.124
beta1_pH[14,1] 3.345 0.208 2.946 3.342 3.785
beta1_pH[15,1] 2.640 0.212 2.230 2.639 3.056
beta1_pH[16,1] 3.073 0.231 2.668 3.061 3.552
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 2.941 1.534 1.212 2.469 6.885
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.537 0.675 2.279 3.521 4.953
beta1_pH[9,3] 3.880 1.108 2.228 3.780 6.090
beta1_pH[10,3] 5.280 1.977 2.695 4.898 10.442
beta1_pH[11,3] 1.512 0.469 0.501 1.523 2.395
beta1_pH[12,3] 2.485 0.491 1.617 2.460 3.511
beta1_pH[13,3] 0.505 0.466 0.000 0.420 1.548
beta1_pH[14,3] 1.608 0.521 0.647 1.587 2.701
beta1_pH[15,3] 0.417 0.410 0.000 0.327 1.364
beta1_pH[16,3] 0.390 0.400 0.000 0.261 1.393
beta2_pH[1,1] 0.432 0.151 0.222 0.411 0.792
beta2_pH[2,1] 0.881 0.501 0.322 0.753 2.241
beta2_pH[3,1] 0.888 0.638 0.200 0.699 2.755
beta2_pH[4,1] 0.595 0.322 0.183 0.532 1.309
beta2_pH[5,1] 1.887 1.099 0.466 1.679 4.625
beta2_pH[6,1] 0.355 0.457 0.112 0.260 1.248
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.275 0.119 0.133 0.255 0.522
beta2_pH[9,1] 0.500 0.329 0.205 0.449 1.042
beta2_pH[10,1] 0.732 0.367 0.358 0.647 1.613
beta2_pH[11,1] 0.757 0.169 0.486 0.744 1.163
beta2_pH[12,1] 1.153 0.333 0.709 1.089 1.980
beta2_pH[13,1] 0.843 0.205 0.514 0.819 1.327
beta2_pH[14,1] 0.841 0.177 0.563 0.823 1.256
beta2_pH[15,1] 0.771 0.218 0.432 0.747 1.248
beta2_pH[16,1] 0.776 0.200 0.447 0.756 1.231
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.264 5.913 0.130 0.877 20.984
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 6.010 3.824 1.166 5.234 16.217
beta2_pH[9,3] 2.626 3.971 0.236 0.596 14.315
beta2_pH[10,3] 1.683 3.646 0.172 0.418 14.378
beta2_pH[11,3] -5.573 4.169 -16.968 -4.337 -0.871
beta2_pH[12,3] -5.800 4.076 -17.118 -4.610 -1.289
beta2_pH[13,3] -5.784 4.163 -16.495 -4.768 -0.596
beta2_pH[14,3] -6.021 4.119 -16.625 -4.969 -1.162
beta2_pH[15,3] -5.882 4.249 -16.859 -4.817 -0.507
beta2_pH[16,3] -5.892 4.232 -16.502 -4.807 -0.633
beta3_pH[1,1] 36.407 1.443 34.165 36.199 40.097
beta3_pH[2,1] 32.781 0.886 31.153 32.729 34.700
beta3_pH[3,1] 33.270 1.111 31.368 33.215 35.675
beta3_pH[4,1] 33.155 1.333 31.109 33.030 36.465
beta3_pH[5,1] 27.294 0.503 26.437 27.269 28.266
beta3_pH[6,1] 35.565 2.733 30.380 35.292 41.160
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 36.387 2.587 31.386 36.292 41.434
beta3_pH[9,1] 30.309 1.457 27.825 30.185 33.643
beta3_pH[10,1] 32.700 0.823 31.137 32.697 34.365
beta3_pH[11,1] 30.448 0.451 29.569 30.451 31.312
beta3_pH[12,1] 30.461 0.364 29.720 30.467 31.155
beta3_pH[13,1] 32.756 0.529 31.745 32.754 33.831
beta3_pH[14,1] 32.061 0.422 31.238 32.052 32.898
beta3_pH[15,1] 31.375 0.575 30.240 31.376 32.500
beta3_pH[16,1] 30.782 0.493 29.808 30.785 31.746
beta3_pH[1,2] 33.620 4.884 25.534 33.658 41.619
beta3_pH[2,2] 33.590 4.869 25.489 33.554 41.534
beta3_pH[3,2] 30.151 6.914 18.637 30.274 41.283
beta3_pH[4,2] 29.879 6.917 18.643 29.927 41.354
beta3_pH[5,2] 29.909 6.968 18.570 29.877 41.506
beta3_pH[6,2] 30.017 6.841 18.691 30.049 41.400
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 37.229 2.750 32.384 37.299 41.564
beta3_pH[2,3] 33.490 4.855 25.396 33.385 41.587
beta3_pH[3,3] 30.225 6.905 18.608 30.253 41.441
beta3_pH[4,3] 30.051 6.894 18.578 30.089 41.412
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.550 0.244 41.092 41.561 41.944
beta3_pH[9,3] 31.764 1.783 28.454 31.850 34.150
beta3_pH[10,3] 36.254 1.753 33.284 36.052 40.724
beta3_pH[11,3] 40.280 1.160 38.281 40.295 42.239
beta3_pH[12,3] 40.928 0.564 39.680 41.007 41.879
beta3_pH[13,3] 40.026 3.243 30.587 41.229 42.902
beta3_pH[14,3] 40.422 0.975 38.904 40.468 41.853
beta3_pH[15,3] 39.628 3.283 30.523 40.827 42.860
beta3_pH[16,3] 39.293 3.470 29.998 40.553 42.873
beta4_pH[1,1,1] 0.694 0.284 0.306 0.647 1.281
beta4_pH[2,1,1] 0.853 0.214 0.544 0.827 1.258
beta4_pH[3,1,1] 0.907 0.274 0.516 0.855 1.470
beta4_pH[4,1,1] 0.810 0.270 0.430 0.772 1.345
beta4_pH[5,1,1] 0.666 0.546 0.084 0.497 1.994
beta4_pH[6,1,1] 1.889 1.636 0.236 1.389 6.584
beta4_pH[7,1,1] 1.086 0.609 0.346 0.934 2.493
beta4_pH[8,1,1] 0.749 0.426 0.227 0.651 1.709
beta4_pH[9,1,1] 0.914 0.538 0.278 0.777 2.174
beta4_pH[10,1,1] 0.713 0.271 0.347 0.659 1.289
beta4_pH[11,1,1] 0.698 0.247 0.351 0.660 1.181
beta4_pH[12,1,1] 0.922 0.369 0.441 0.843 1.717
beta4_pH[13,1,1] 0.747 0.266 0.381 0.700 1.292
beta4_pH[14,1,1] 1.037 0.339 0.560 0.980 1.693
beta4_pH[15,1,1] 0.913 0.265 0.536 0.881 1.440
beta4_pH[16,1,1] 0.900 0.360 0.418 0.830 1.666
beta4_pH[1,2,1] 0.689 0.286 0.306 0.640 1.289
beta4_pH[2,2,1] 0.858 0.216 0.545 0.833 1.265
beta4_pH[3,2,1] 0.907 0.271 0.518 0.868 1.471
beta4_pH[4,2,1] 0.807 0.268 0.430 0.766 1.352
beta4_pH[5,2,1] 0.653 0.549 0.084 0.474 1.993
beta4_pH[6,2,1] 1.894 1.620 0.246 1.392 6.758
beta4_pH[7,2,1] 1.092 0.602 0.348 0.946 2.476
beta4_pH[8,2,1] 0.756 0.420 0.229 0.668 1.705
beta4_pH[9,2,1] 0.927 0.545 0.276 0.780 2.186
beta4_pH[10,2,1] 0.720 0.274 0.349 0.668 1.281
beta4_pH[11,2,1] 0.690 0.247 0.352 0.645 1.191
beta4_pH[12,2,1] 0.929 0.374 0.441 0.840 1.713
beta4_pH[13,2,1] 0.753 0.268 0.381 0.707 1.300
beta4_pH[14,2,1] 1.031 0.336 0.563 0.978 1.690
beta4_pH[15,2,1] 0.922 0.265 0.538 0.888 1.440
beta4_pH[16,2,1] 0.906 0.358 0.423 0.849 1.654
beta4_pH[1,3,1] 0.692 0.282 0.305 0.645 1.279
beta4_pH[2,3,1] 0.850 0.216 0.543 0.818 1.261
beta4_pH[3,3,1] 0.905 0.271 0.518 0.865 1.464
beta4_pH[4,3,1] 0.815 0.272 0.432 0.776 1.350
beta4_pH[5,3,1] 0.653 0.541 0.085 0.474 1.971
beta4_pH[6,3,1] 1.831 1.573 0.243 1.374 6.494
beta4_pH[7,3,1] 1.098 0.608 0.346 0.952 2.483
beta4_pH[8,3,1] 0.760 0.425 0.231 0.665 1.699
beta4_pH[9,3,1] 0.917 0.531 0.278 0.782 2.168
beta4_pH[10,3,1] 0.732 0.276 0.344 0.690 1.287
beta4_pH[11,3,1] 0.685 0.247 0.351 0.643 1.188
beta4_pH[12,3,1] 0.927 0.378 0.438 0.845 1.720
beta4_pH[13,3,1] 0.747 0.269 0.378 0.705 1.294
beta4_pH[14,3,1] 1.043 0.336 0.563 0.996 1.710
beta4_pH[15,3,1] 0.920 0.270 0.538 0.880 1.443
beta4_pH[16,3,1] 0.897 0.361 0.419 0.822 1.649
beta4_pH[1,4,1] 0.694 0.282 0.308 0.644 1.287
beta4_pH[2,4,1] 0.851 0.215 0.544 0.828 1.259
beta4_pH[3,4,1] 0.914 0.272 0.513 0.876 1.470
beta4_pH[4,4,1] 0.815 0.269 0.432 0.776 1.341
beta4_pH[5,4,1] 0.648 0.535 0.082 0.471 1.972
beta4_pH[6,4,1] 1.825 1.559 0.237 1.362 6.381
beta4_pH[7,4,1] 1.111 0.615 0.349 0.958 2.505
beta4_pH[8,4,1] 0.756 0.431 0.227 0.654 1.717
beta4_pH[9,4,1] 0.918 0.541 0.278 0.769 2.194
beta4_pH[10,4,1] 0.719 0.275 0.348 0.671 1.286
beta4_pH[11,4,1] 0.694 0.251 0.348 0.655 1.192
beta4_pH[12,4,1] 0.929 0.378 0.436 0.845 1.730
beta4_pH[13,4,1] 0.747 0.269 0.380 0.696 1.288
beta4_pH[14,4,1] 1.027 0.336 0.561 0.973 1.698
beta4_pH[15,4,1] 0.914 0.264 0.537 0.869 1.444
beta4_pH[16,4,1] 0.892 0.358 0.419 0.824 1.644
beta4_pH[1,5,1] 0.701 0.293 0.306 0.651 1.298
beta4_pH[2,5,1] 0.857 0.215 0.543 0.832 1.257
beta4_pH[3,5,1] 0.907 0.270 0.516 0.868 1.478
beta4_pH[4,5,1] 0.810 0.268 0.432 0.772 1.344
beta4_pH[5,5,1] 0.655 0.535 0.085 0.487 1.993
beta4_pH[6,5,1] 1.898 1.611 0.237 1.404 6.451
beta4_pH[7,5,1] 1.106 0.612 0.347 0.968 2.489
beta4_pH[8,5,1] 0.763 0.431 0.225 0.668 1.715
beta4_pH[9,5,1] 0.938 0.550 0.277 0.782 2.196
beta4_pH[10,5,1] 0.722 0.281 0.344 0.672 1.294
beta4_pH[11,5,1] 0.689 0.251 0.351 0.637 1.189
beta4_pH[12,5,1] 0.932 0.381 0.436 0.847 1.716
beta4_pH[13,5,1] 0.743 0.265 0.379 0.694 1.286
beta4_pH[14,5,1] 1.033 0.340 0.565 0.975 1.701
beta4_pH[15,5,1] 0.918 0.267 0.535 0.882 1.437
beta4_pH[16,5,1] 0.897 0.358 0.422 0.827 1.642
beta4_pH[1,6,1] 0.685 0.284 0.304 0.635 1.282
beta4_pH[2,6,1] 0.846 0.215 0.542 0.814 1.259
beta4_pH[3,6,1] 0.905 0.269 0.514 0.866 1.471
beta4_pH[4,6,1] 0.805 0.265 0.433 0.758 1.340
beta4_pH[5,6,1] 0.660 0.550 0.083 0.490 2.016
beta4_pH[6,6,1] 1.871 1.606 0.239 1.387 6.506
beta4_pH[7,6,1] 1.096 0.606 0.346 0.952 2.483
beta4_pH[8,6,1] 0.758 0.426 0.226 0.664 1.721
beta4_pH[9,6,1] 0.942 0.552 0.279 0.791 2.224
beta4_pH[10,6,1] 0.736 0.281 0.346 0.693 1.293
beta4_pH[11,6,1] 0.691 0.242 0.354 0.653 1.182
beta4_pH[12,6,1] 0.930 0.383 0.440 0.839 1.720
beta4_pH[13,6,1] 0.743 0.266 0.380 0.693 1.285
beta4_pH[14,6,1] 1.021 0.337 0.559 0.952 1.701
beta4_pH[15,6,1] 0.917 0.269 0.537 0.876 1.444
beta4_pH[16,6,1] 0.910 0.363 0.421 0.836 1.650
beta4_pH[1,7,1] 0.690 0.280 0.306 0.647 1.278
beta4_pH[2,7,1] 0.852 0.214 0.542 0.824 1.257
beta4_pH[3,7,1] 0.908 0.273 0.515 0.865 1.472
beta4_pH[4,7,1] 0.806 0.267 0.431 0.766 1.338
beta4_pH[5,7,1] 0.658 0.542 0.085 0.483 1.976
beta4_pH[6,7,1] 1.888 1.589 0.229 1.410 6.619
beta4_pH[7,7,1] 1.098 0.614 0.344 0.954 2.491
beta4_pH[8,7,1] 0.771 0.427 0.225 0.671 1.702
beta4_pH[9,7,1] 0.923 0.533 0.274 0.791 2.178
beta4_pH[10,7,1] 0.726 0.276 0.346 0.681 1.287
beta4_pH[11,7,1] 0.684 0.248 0.351 0.637 1.192
beta4_pH[12,7,1] 0.934 0.378 0.439 0.847 1.734
beta4_pH[13,7,1] 0.746 0.268 0.380 0.692 1.306
beta4_pH[14,7,1] 1.029 0.337 0.565 0.970 1.701
beta4_pH[15,7,1] 0.912 0.268 0.537 0.874 1.446
beta4_pH[16,7,1] 0.903 0.362 0.421 0.834 1.662
beta4_pH[1,8,1] 0.695 0.286 0.307 0.644 1.286
beta4_pH[2,8,1] 0.853 0.211 0.543 0.827 1.261
beta4_pH[3,8,1] 0.900 0.269 0.516 0.853 1.469
beta4_pH[4,8,1] 0.816 0.270 0.430 0.782 1.334
beta4_pH[5,8,1] 0.670 0.543 0.084 0.507 1.978
beta4_pH[6,8,1] 1.826 1.580 0.230 1.363 6.300
beta4_pH[7,8,1] 1.108 0.614 0.348 0.954 2.497
beta4_pH[8,8,1] 0.763 0.431 0.227 0.664 1.727
beta4_pH[9,8,1] 0.919 0.549 0.273 0.764 2.169
beta4_pH[10,8,1] 0.720 0.277 0.344 0.669 1.290
beta4_pH[11,8,1] 0.688 0.244 0.350 0.644 1.191
beta4_pH[12,8,1] 0.926 0.379 0.436 0.836 1.737
beta4_pH[13,8,1] 0.764 0.272 0.380 0.725 1.292
beta4_pH[14,8,1] 1.033 0.338 0.561 0.980 1.701
beta4_pH[15,8,1] 0.921 0.271 0.541 0.883 1.447
beta4_pH[16,8,1] 0.904 0.363 0.419 0.832 1.655
beta4_pH[1,9,1] 0.692 0.283 0.306 0.643 1.282
beta4_pH[2,9,1] 0.853 0.214 0.542 0.824 1.263
beta4_pH[3,9,1] 0.911 0.269 0.518 0.877 1.467
beta4_pH[4,9,1] 0.814 0.271 0.433 0.781 1.348
beta4_pH[5,9,1] 0.654 0.531 0.083 0.496 1.943
beta4_pH[6,9,1] 1.820 1.584 0.235 1.352 6.609
beta4_pH[7,9,1] 1.114 0.619 0.350 0.959 2.489
beta4_pH[8,9,1] 0.759 0.429 0.226 0.659 1.715
beta4_pH[9,9,1] 0.923 0.537 0.276 0.779 2.183
beta4_pH[10,9,1] 0.729 0.280 0.346 0.679 1.288
beta4_pH[11,9,1] 0.689 0.246 0.353 0.650 1.188
beta4_pH[12,9,1] 0.914 0.377 0.435 0.824 1.727
beta4_pH[13,9,1] 0.748 0.267 0.383 0.696 1.294
beta4_pH[14,9,1] 1.034 0.341 0.561 0.976 1.704
beta4_pH[15,9,1] 0.910 0.268 0.539 0.876 1.440
beta4_pH[16,9,1] 0.899 0.365 0.417 0.820 1.658
beta4_pH[1,10,1] 0.696 0.284 0.307 0.650 1.281
beta4_pH[2,10,1] 0.845 0.214 0.544 0.815 1.255
beta4_pH[3,10,1] 0.902 0.269 0.514 0.866 1.470
beta4_pH[4,10,1] 0.812 0.266 0.434 0.775 1.346
beta4_pH[5,10,1] 0.670 0.537 0.085 0.508 1.977
beta4_pH[6,10,1] 1.863 1.620 0.238 1.380 6.657
beta4_pH[7,10,1] 1.101 0.618 0.347 0.935 2.498
beta4_pH[8,10,1] 0.752 0.430 0.228 0.648 1.732
beta4_pH[9,10,1] 0.924 0.537 0.275 0.787 2.192
beta4_pH[10,10,1] 0.727 0.276 0.347 0.686 1.287
beta4_pH[11,10,1] 0.692 0.248 0.351 0.650 1.196
beta4_pH[12,10,1] 0.923 0.381 0.438 0.826 1.734
beta4_pH[13,10,1] 0.748 0.265 0.380 0.702 1.288
beta4_pH[14,10,1] 1.030 0.341 0.560 0.980 1.700
beta4_pH[15,10,1] 0.919 0.267 0.540 0.885 1.443
beta4_pH[16,10,1] 0.899 0.360 0.420 0.826 1.652
beta4_pH[1,11,1] 0.695 0.286 0.307 0.649 1.281
beta4_pH[2,11,1] 0.856 0.217 0.542 0.833 1.262
beta4_pH[3,11,1] 0.908 0.272 0.514 0.869 1.466
beta4_pH[4,11,1] 0.808 0.269 0.430 0.765 1.337
beta4_pH[5,11,1] 0.662 0.547 0.083 0.504 2.019
beta4_pH[6,11,1] 1.826 1.598 0.237 1.353 6.505
beta4_pH[7,11,1] 1.103 0.616 0.352 0.950 2.525
beta4_pH[8,11,1] 0.765 0.435 0.226 0.677 1.737
beta4_pH[9,11,1] 0.930 0.543 0.274 0.783 2.175
beta4_pH[10,11,1] 0.727 0.274 0.345 0.679 1.289
beta4_pH[11,11,1] 0.695 0.250 0.352 0.653 1.198
beta4_pH[12,11,1] 0.929 0.373 0.437 0.851 1.723
beta4_pH[13,11,1] 0.745 0.265 0.381 0.701 1.279
beta4_pH[14,11,1] 1.029 0.335 0.558 0.976 1.693
beta4_pH[15,11,1] 0.916 0.267 0.537 0.870 1.439
beta4_pH[16,11,1] 0.895 0.364 0.421 0.809 1.663
beta4_pH[1,12,1] 0.681 0.281 0.303 0.629 1.272
beta4_pH[2,12,1] 0.854 0.215 0.546 0.823 1.266
beta4_pH[3,12,1] 0.913 0.272 0.514 0.871 1.469
beta4_pH[4,12,1] 0.814 0.269 0.431 0.771 1.345
beta4_pH[5,12,1] 0.662 0.541 0.083 0.498 1.986
beta4_pH[6,12,1] 1.907 1.619 0.245 1.434 6.486
beta4_pH[7,12,1] 1.091 0.604 0.345 0.959 2.488
beta4_pH[8,12,1] 0.754 0.421 0.227 0.664 1.689
beta4_pH[9,12,1] 0.938 0.549 0.273 0.790 2.219
beta4_pH[10,12,1] 0.722 0.279 0.347 0.680 1.292
beta4_pH[11,12,1] 0.696 0.249 0.349 0.654 1.189
beta4_pH[12,12,1] 0.915 0.376 0.436 0.828 1.716
beta4_pH[13,12,1] 0.753 0.268 0.383 0.705 1.299
beta4_pH[14,12,1] 1.023 0.329 0.563 0.976 1.674
beta4_pH[15,12,1] 0.916 0.270 0.536 0.877 1.445
beta4_pH[16,12,1] 0.903 0.362 0.421 0.824 1.659
beta4_pH[1,13,1] 0.699 0.285 0.303 0.650 1.284
beta4_pH[2,13,1] 0.852 0.214 0.544 0.829 1.259
beta4_pH[3,13,1] 0.909 0.273 0.513 0.866 1.472
beta4_pH[4,13,1] 0.811 0.271 0.432 0.776 1.344
beta4_pH[5,13,1] 0.648 0.538 0.086 0.482 1.985
beta4_pH[6,13,1] 1.925 1.634 0.243 1.417 6.572
beta4_pH[7,13,1] 1.095 0.606 0.348 0.949 2.445
beta4_pH[8,13,1] 0.763 0.428 0.229 0.665 1.737
beta4_pH[9,13,1] 0.918 0.538 0.274 0.776 2.176
beta4_pH[10,13,1] 0.729 0.283 0.343 0.680 1.295
beta4_pH[11,13,1] 0.690 0.245 0.353 0.646 1.193
beta4_pH[12,13,1] 0.929 0.371 0.440 0.848 1.712
beta4_pH[13,13,1] 0.739 0.264 0.385 0.693 1.285
beta4_pH[14,13,1] 1.036 0.344 0.561 0.980 1.711
beta4_pH[15,13,1] 0.918 0.270 0.536 0.877 1.447
beta4_pH[16,13,1] 0.901 0.358 0.424 0.835 1.652
beta4_pH[1,14,1] 0.697 0.287 0.307 0.650 1.285
beta4_pH[2,14,1] 0.886 0.213 0.549 0.882 1.263
beta4_pH[3,14,1] 0.871 0.261 0.515 0.832 1.456
beta4_pH[4,14,1] 0.824 0.272 0.430 0.790 1.357
beta4_pH[5,14,1] 0.637 0.517 0.085 0.480 1.920
beta4_pH[6,14,1] 1.934 1.605 0.244 1.428 6.403
beta4_pH[7,14,1] 1.095 0.617 0.341 0.937 2.462
beta4_pH[8,14,1] 0.752 0.426 0.226 0.654 1.738
beta4_pH[9,14,1] 0.893 0.520 0.277 0.761 2.140
beta4_pH[10,14,1] 0.744 0.282 0.348 0.702 1.294
beta4_pH[11,14,1] 0.692 0.246 0.353 0.650 1.184
beta4_pH[12,14,1] 0.945 0.380 0.440 0.862 1.735
beta4_pH[13,14,1] 0.751 0.271 0.380 0.702 1.301
beta4_pH[14,14,1] 1.025 0.335 0.560 0.972 1.693
beta4_pH[15,14,1] 0.915 0.266 0.539 0.874 1.437
beta4_pH[16,14,1] 0.886 0.365 0.419 0.807 1.661
beta4_pH[1,15,1] 0.733 0.292 0.312 0.705 1.291
beta4_pH[2,15,1] 0.916 0.217 0.552 0.918 1.274
beta4_pH[3,15,1] 0.941 0.273 0.522 0.903 1.479
beta4_pH[4,15,1] 0.810 0.270 0.430 0.770 1.338
beta4_pH[5,15,1] 0.600 0.508 0.084 0.444 1.934
beta4_pH[6,15,1] 1.843 1.504 0.242 1.417 6.160
beta4_pH[7,15,1] 1.132 0.617 0.350 0.988 2.488
beta4_pH[8,15,1] 0.726 0.413 0.225 0.630 1.710
beta4_pH[9,15,1] 0.893 0.519 0.271 0.756 2.122
beta4_pH[10,15,1] 0.751 0.286 0.347 0.706 1.301
beta4_pH[11,15,1] 0.689 0.250 0.352 0.633 1.201
beta4_pH[12,15,1] 0.939 0.383 0.437 0.851 1.745
beta4_pH[13,15,1] 0.744 0.265 0.379 0.691 1.288
beta4_pH[14,15,1] 1.029 0.337 0.563 0.965 1.706
beta4_pH[15,15,1] 0.905 0.268 0.537 0.856 1.442
beta4_pH[16,15,1] 0.901 0.366 0.421 0.830 1.659
beta4_pH[1,16,1] 0.691 0.283 0.308 0.638 1.280
beta4_pH[2,16,1] 0.904 0.218 0.551 0.893 1.270
beta4_pH[3,16,1] 0.933 0.271 0.520 0.892 1.473
beta4_pH[4,16,1] 0.824 0.270 0.431 0.796 1.348
beta4_pH[5,16,1] 0.605 0.496 0.084 0.453 1.899
beta4_pH[6,16,1] 1.784 1.450 0.241 1.388 5.988
beta4_pH[7,16,1] 1.131 0.633 0.350 0.957 2.498
beta4_pH[8,16,1] 0.767 0.432 0.227 0.664 1.716
beta4_pH[9,16,1] 0.890 0.529 0.270 0.752 2.148
beta4_pH[10,16,1] 0.728 0.280 0.344 0.684 1.296
beta4_pH[11,16,1] 0.690 0.248 0.354 0.643 1.193
beta4_pH[12,16,1] 0.935 0.383 0.437 0.848 1.736
beta4_pH[13,16,1] 0.749 0.269 0.378 0.702 1.289
beta4_pH[14,16,1] 1.028 0.337 0.562 0.969 1.707
beta4_pH[15,16,1] 0.911 0.267 0.536 0.872 1.442
beta4_pH[16,16,1] 0.905 0.365 0.422 0.828 1.665
beta4_pH[1,17,1] 0.683 0.285 0.303 0.635 1.284
beta4_pH[2,17,1] 0.881 0.213 0.550 0.865 1.263
beta4_pH[3,17,1] 0.935 0.275 0.518 0.895 1.477
beta4_pH[4,17,1] 0.816 0.268 0.432 0.775 1.343
beta4_pH[5,17,1] 0.588 0.501 0.083 0.423 1.887
beta4_pH[6,17,1] 2.194 1.717 0.245 1.598 6.632
beta4_pH[7,17,1] 1.162 0.623 0.348 1.028 2.493
beta4_pH[8,17,1] 0.784 0.441 0.228 0.686 1.758
beta4_pH[9,17,1] 0.876 0.522 0.274 0.727 2.129
beta4_pH[10,17,1] 0.733 0.276 0.345 0.695 1.292
beta4_pH[11,17,1] 0.684 0.248 0.352 0.636 1.193
beta4_pH[12,17,1] 0.913 0.374 0.440 0.820 1.717
beta4_pH[13,17,1] 0.760 0.270 0.382 0.712 1.297
beta4_pH[14,17,1] 1.021 0.327 0.559 0.964 1.689
beta4_pH[15,17,1] 0.915 0.265 0.540 0.875 1.452
beta4_pH[16,17,1] 0.919 0.366 0.419 0.843 1.659
beta4_pH[1,18,1] 0.703 0.286 0.309 0.656 1.281
beta4_pH[2,18,1] 0.872 0.218 0.546 0.851 1.263
beta4_pH[3,18,1] 0.913 0.271 0.517 0.877 1.471
beta4_pH[4,18,1] 0.822 0.274 0.434 0.770 1.351
beta4_pH[5,18,1] 0.575 0.484 0.082 0.418 1.863
beta4_pH[6,18,1] 1.685 1.417 0.235 1.317 5.870
beta4_pH[7,18,1] 1.121 0.620 0.347 0.963 2.495
beta4_pH[8,18,1] 0.759 0.426 0.229 0.667 1.712
beta4_pH[9,18,1] 0.867 0.523 0.273 0.713 2.163
beta4_pH[10,18,1] 0.743 0.276 0.348 0.704 1.305
beta4_pH[11,18,1] 0.688 0.245 0.353 0.645 1.192
beta4_pH[12,18,1] 0.944 0.379 0.437 0.866 1.736
beta4_pH[13,18,1] 0.740 0.263 0.381 0.696 1.286
beta4_pH[14,18,1] 1.021 0.331 0.562 0.970 1.692
beta4_pH[15,18,1] 0.916 0.268 0.538 0.878 1.440
beta4_pH[16,18,1] 0.902 0.366 0.416 0.832 1.660
beta4_pH[1,19,1] 0.723 0.290 0.308 0.681 1.293
beta4_pH[2,19,1] 0.899 0.217 0.551 0.890 1.273
beta4_pH[3,19,1] 0.907 0.270 0.517 0.858 1.461
beta4_pH[4,19,1] 0.837 0.273 0.435 0.807 1.348
beta4_pH[5,19,1] 0.578 0.492 0.083 0.408 1.889
beta4_pH[6,19,1] 1.684 1.407 0.236 1.319 5.794
beta4_pH[7,19,1] 1.195 0.629 0.358 1.064 2.532
beta4_pH[8,19,1] 0.763 0.433 0.225 0.661 1.714
beta4_pH[9,19,1] 0.928 0.537 0.275 0.800 2.163
beta4_pH[10,19,1] 0.749 0.286 0.349 0.700 1.300
beta4_pH[11,19,1] 0.685 0.244 0.349 0.641 1.183
beta4_pH[12,19,1] 0.942 0.378 0.441 0.865 1.730
beta4_pH[13,19,1] 0.742 0.266 0.382 0.694 1.296
beta4_pH[14,19,1] 1.036 0.334 0.560 0.986 1.692
beta4_pH[15,19,1] 0.911 0.268 0.535 0.872 1.439
beta4_pH[16,19,1] 0.899 0.360 0.419 0.824 1.664
beta4_pH[1,20,1] 0.700 0.282 0.308 0.652 1.280
beta4_pH[2,20,1] 0.901 0.218 0.551 0.894 1.271
beta4_pH[3,20,1] 0.921 0.267 0.518 0.882 1.465
beta4_pH[4,20,1] 0.811 0.274 0.432 0.760 1.350
beta4_pH[5,20,1] 0.676 0.535 0.084 0.522 1.979
beta4_pH[6,20,1] 1.753 1.452 0.238 1.353 5.961
beta4_pH[7,20,1] 1.119 0.616 0.348 0.965 2.508
beta4_pH[8,20,1] 0.762 0.429 0.227 0.667 1.719
beta4_pH[9,20,1] 0.940 0.558 0.273 0.792 2.209
beta4_pH[10,20,1] 0.751 0.283 0.348 0.719 1.290
beta4_pH[11,20,1] 0.687 0.247 0.351 0.642 1.190
beta4_pH[12,20,1] 0.962 0.384 0.442 0.890 1.740
beta4_pH[13,20,1] 0.749 0.267 0.382 0.707 1.295
beta4_pH[14,20,1] 1.011 0.332 0.560 0.944 1.692
beta4_pH[15,20,1] 0.921 0.272 0.537 0.886 1.450
beta4_pH[16,20,1] 0.902 0.362 0.423 0.828 1.660
beta4_pH[1,21,1] 0.694 0.284 0.303 0.649 1.279
beta4_pH[2,21,1] 0.862 0.214 0.549 0.835 1.262
beta4_pH[3,21,1] 0.914 0.266 0.521 0.874 1.470
beta4_pH[4,21,1] 0.805 0.266 0.432 0.765 1.336
beta4_pH[5,21,1] 0.662 0.529 0.085 0.508 1.998
beta4_pH[6,21,1] 1.648 1.373 0.236 1.312 5.704
beta4_pH[7,21,1] 1.006 0.587 0.343 0.843 2.436
beta4_pH[8,21,1] 0.807 0.443 0.228 0.717 1.738
beta4_pH[9,21,1] 0.940 0.555 0.273 0.792 2.208
beta4_pH[10,21,1] 0.729 0.273 0.346 0.680 1.284
beta4_pH[11,21,1] 0.688 0.247 0.350 0.643 1.196
beta4_pH[12,21,1] 0.937 0.379 0.437 0.852 1.730
beta4_pH[13,21,1] 0.745 0.266 0.378 0.695 1.292
beta4_pH[14,21,1] 1.036 0.335 0.560 0.975 1.704
beta4_pH[15,21,1] 0.920 0.267 0.538 0.881 1.447
beta4_pH[16,21,1] 0.899 0.364 0.419 0.820 1.658
beta4_pH[1,22,1] 0.690 0.283 0.305 0.642 1.284
beta4_pH[2,22,1] 0.857 0.207 0.548 0.835 1.256
beta4_pH[3,22,1] 0.874 0.262 0.512 0.828 1.447
beta4_pH[4,22,1] 0.846 0.276 0.436 0.817 1.358
beta4_pH[5,22,1] 0.493 0.429 0.083 0.344 1.696
beta4_pH[6,22,1] 1.474 1.238 0.231 1.207 5.351
beta4_pH[7,22,1] 1.000 0.583 0.343 0.842 2.452
beta4_pH[8,22,1] 0.800 0.444 0.231 0.714 1.746
beta4_pH[9,22,1] 0.913 0.533 0.274 0.776 2.168
beta4_pH[10,22,1] 0.713 0.275 0.345 0.662 1.281
beta4_pH[11,22,1] 0.687 0.246 0.351 0.640 1.195
beta4_pH[12,22,1] 0.927 0.374 0.440 0.842 1.728
beta4_pH[13,22,1] 0.743 0.270 0.379 0.701 1.294
beta4_pH[14,22,1] 1.023 0.335 0.563 0.966 1.701
beta4_pH[15,22,1] 0.918 0.266 0.535 0.882 1.433
beta4_pH[16,22,1] 0.887 0.357 0.420 0.811 1.642
beta4_pH[1,23,1] 0.661 0.272 0.305 0.611 1.259
beta4_pH[2,23,1] 0.912 0.216 0.554 0.903 1.272
beta4_pH[3,23,1] 0.925 0.271 0.524 0.886 1.474
beta4_pH[4,23,1] 0.822 0.271 0.435 0.790 1.345
beta4_pH[5,23,1] 0.685 0.551 0.086 0.522 1.992
beta4_pH[6,23,1] 1.679 1.390 0.234 1.300 5.833
beta4_pH[7,23,1] 1.078 0.605 0.349 0.926 2.474
beta4_pH[8,23,1] 0.753 0.429 0.227 0.645 1.712
beta4_pH[9,23,1] 0.930 0.539 0.278 0.797 2.173
beta4_pH[10,23,1] 0.733 0.279 0.348 0.686 1.293
beta4_pH[11,23,1] 0.692 0.246 0.351 0.645 1.184
beta4_pH[12,23,1] 0.916 0.378 0.435 0.822 1.731
beta4_pH[13,23,1] 0.747 0.267 0.380 0.697 1.284
beta4_pH[14,23,1] 1.031 0.334 0.564 0.978 1.695
beta4_pH[15,23,1] 0.919 0.267 0.540 0.886 1.439
beta4_pH[16,23,1] 0.922 0.369 0.420 0.849 1.666
beta4_pH[1,24,1] 0.676 0.277 0.307 0.616 1.270
beta4_pH[2,24,1] 0.890 0.219 0.548 0.884 1.269
beta4_pH[3,24,1] 0.916 0.262 0.527 0.877 1.462
beta4_pH[4,24,1] 0.838 0.272 0.434 0.807 1.351
beta4_pH[5,24,1] 0.621 0.510 0.084 0.458 1.914
beta4_pH[6,24,1] 1.671 1.390 0.232 1.318 5.829
beta4_pH[7,24,1] 1.112 0.620 0.347 0.957 2.489
beta4_pH[8,24,1] 0.717 0.407 0.225 0.618 1.685
beta4_pH[9,24,1] 0.912 0.527 0.281 0.775 2.168
beta4_pH[10,24,1] 0.726 0.277 0.344 0.676 1.287
beta4_pH[11,24,1] 0.690 0.244 0.352 0.653 1.190
beta4_pH[12,24,1] 0.944 0.381 0.438 0.866 1.726
beta4_pH[13,24,1] 0.753 0.272 0.380 0.708 1.291
beta4_pH[14,24,1] 1.019 0.334 0.559 0.955 1.693
beta4_pH[15,24,1] 0.920 0.268 0.540 0.885 1.440
beta4_pH[16,24,1] 0.885 0.362 0.419 0.795 1.657
beta4_pH[1,25,1] 0.795 0.297 0.317 0.784 1.313
beta4_pH[2,25,1] 0.891 0.213 0.545 0.884 1.266
beta4_pH[3,25,1] 0.982 0.273 0.532 0.960 1.483
beta4_pH[4,25,1] 0.819 0.270 0.432 0.785 1.345
beta4_pH[5,25,1] 0.587 0.497 0.084 0.424 1.887
beta4_pH[6,25,1] 1.675 1.467 0.237 1.268 6.228
beta4_pH[7,25,1] 1.086 0.612 0.348 0.934 2.500
beta4_pH[8,25,1] 0.740 0.421 0.229 0.639 1.699
beta4_pH[9,25,1] 0.948 0.555 0.275 0.805 2.204
beta4_pH[10,25,1] 0.748 0.281 0.345 0.710 1.299
beta4_pH[11,25,1] 0.692 0.251 0.351 0.644 1.189
beta4_pH[12,25,1] 0.941 0.381 0.440 0.860 1.728
beta4_pH[13,25,1] 0.743 0.264 0.378 0.700 1.286
beta4_pH[14,25,1] 1.010 0.332 0.561 0.948 1.698
beta4_pH[15,25,1] 0.916 0.268 0.536 0.875 1.438
beta4_pH[16,25,1] 0.891 0.358 0.421 0.821 1.639
beta4_pH[1,26,1] 0.731 0.289 0.309 0.687 1.292
beta4_pH[2,26,1] 0.930 0.216 0.557 0.927 1.274
beta4_pH[3,26,1] 0.919 0.266 0.516 0.884 1.463
beta4_pH[4,26,1] 0.795 0.266 0.432 0.745 1.337
beta4_pH[5,26,1] 0.599 0.509 0.083 0.440 1.934
beta4_pH[6,26,1] 1.846 1.566 0.236 1.387 6.459
beta4_pH[7,26,1] 1.100 0.619 0.350 0.951 2.502
beta4_pH[8,26,1] 0.802 0.446 0.228 0.706 1.746
beta4_pH[9,26,1] 0.911 0.535 0.273 0.763 2.175
beta4_pH[10,26,1] 0.733 0.281 0.345 0.694 1.298
beta4_pH[11,26,1] 0.689 0.247 0.352 0.643 1.195
beta4_pH[12,26,1] 0.907 0.369 0.438 0.809 1.714
beta4_pH[13,26,1] 0.744 0.269 0.379 0.689 1.296
beta4_pH[14,26,1] 1.002 0.326 0.561 0.942 1.686
beta4_pH[15,26,1] 0.918 0.268 0.537 0.878 1.447
beta4_pH[16,26,1] 0.897 0.356 0.421 0.840 1.634
beta4_pH[1,27,1] 0.732 0.291 0.310 0.689 1.302
beta4_pH[2,27,1] 0.954 0.212 0.567 0.970 1.276
beta4_pH[3,27,1] 0.963 0.273 0.523 0.931 1.480
beta4_pH[4,27,1] 0.785 0.263 0.429 0.740 1.341
beta4_pH[5,27,1] 0.656 0.543 0.083 0.488 1.973
beta4_pH[6,27,1] 1.637 1.406 0.228 1.254 5.901
beta4_pH[7,27,1] 1.110 0.621 0.351 0.954 2.472
beta4_pH[8,27,1] 0.797 0.446 0.226 0.712 1.741
beta4_pH[9,27,1] 0.909 0.529 0.277 0.761 2.140
beta4_pH[10,27,1] 0.772 0.285 0.353 0.735 1.304
beta4_pH[11,27,1] 0.688 0.246 0.351 0.648 1.195
beta4_pH[12,27,1] 0.954 0.385 0.437 0.878 1.731
beta4_pH[13,27,1] 0.746 0.266 0.380 0.707 1.294
beta4_pH[14,27,1] 1.018 0.336 0.557 0.958 1.691
beta4_pH[15,27,1] 0.927 0.272 0.538 0.884 1.446
beta4_pH[16,27,1] 0.890 0.353 0.418 0.818 1.634
beta4_pH[1,28,1] 0.714 0.286 0.305 0.672 1.280
beta4_pH[2,28,1] 0.892 0.215 0.553 0.882 1.267
beta4_pH[3,28,1] 0.839 0.253 0.508 0.791 1.421
beta4_pH[4,28,1] 0.777 0.263 0.430 0.723 1.336
beta4_pH[5,28,1] 0.501 0.439 0.084 0.353 1.781
beta4_pH[6,28,1] 1.763 1.507 0.238 1.336 6.159
beta4_pH[7,28,1] 1.084 0.609 0.348 0.944 2.506
beta4_pH[8,28,1] 0.793 0.444 0.227 0.707 1.742
beta4_pH[9,28,1] 0.917 0.546 0.271 0.770 2.198
beta4_pH[10,28,1] 0.759 0.287 0.346 0.724 1.304
beta4_pH[11,28,1] 0.696 0.246 0.355 0.659 1.196
beta4_pH[12,28,1] 0.951 0.381 0.436 0.876 1.726
beta4_pH[13,28,1] 0.746 0.265 0.382 0.698 1.290
beta4_pH[14,28,1] 1.015 0.336 0.561 0.946 1.696
beta4_pH[15,28,1] 0.911 0.263 0.540 0.874 1.436
beta4_pH[16,28,1] 0.886 0.358 0.421 0.811 1.646
beta4_pH[1,29,1] 0.705 0.288 0.306 0.661 1.291
beta4_pH[2,29,1] 0.907 0.214 0.555 0.905 1.269
beta4_pH[3,29,1] 0.913 0.270 0.516 0.873 1.473
beta4_pH[4,29,1] 0.767 0.256 0.427 0.713 1.326
beta4_pH[5,29,1] 0.485 0.428 0.080 0.334 1.682
beta4_pH[6,29,1] 1.806 1.552 0.243 1.345 6.382
beta4_pH[7,29,1] 1.087 0.608 0.347 0.937 2.483
beta4_pH[8,29,1] 0.748 0.431 0.224 0.639 1.722
beta4_pH[9,29,1] 0.914 0.543 0.275 0.777 2.202
beta4_pH[10,29,1] 0.735 0.279 0.345 0.691 1.294
beta4_pH[11,29,1] 0.694 0.243 0.353 0.654 1.189
beta4_pH[12,29,1] 0.945 0.383 0.441 0.866 1.743
beta4_pH[13,29,1] 0.747 0.269 0.381 0.699 1.291
beta4_pH[14,29,1] 1.033 0.338 0.562 0.984 1.704
beta4_pH[15,29,1] 0.920 0.271 0.538 0.874 1.453
beta4_pH[16,29,1] 0.901 0.359 0.423 0.827 1.653
beta4_pH[1,30,1] 0.752 0.294 0.314 0.713 1.304
beta4_pH[2,30,1] 0.877 0.215 0.549 0.861 1.269
beta4_pH[3,30,1] 0.890 0.264 0.515 0.850 1.459
beta4_pH[4,30,1] 0.755 0.260 0.425 0.700 1.330
beta4_pH[5,30,1] 0.447 0.400 0.081 0.308 1.615
beta4_pH[6,30,1] 1.723 1.502 0.239 1.303 6.343
beta4_pH[7,30,1] 1.108 0.612 0.349 0.969 2.496
beta4_pH[8,30,1] 0.757 0.428 0.229 0.656 1.718
beta4_pH[9,30,1] 0.947 0.551 0.275 0.791 2.207
beta4_pH[10,30,1] 0.748 0.280 0.351 0.713 1.297
beta4_pH[11,30,1] 0.655 0.239 0.350 0.604 1.180
beta4_pH[12,30,1] 0.949 0.375 0.442 0.872 1.720
beta4_pH[13,30,1] 0.758 0.268 0.381 0.707 1.299
beta4_pH[14,30,1] 1.036 0.341 0.562 0.967 1.701
beta4_pH[15,30,1] 0.916 0.272 0.540 0.873 1.447
beta4_pH[16,30,1] 0.848 0.348 0.413 0.769 1.635
beta4_pH[1,31,1] 0.727 0.287 0.310 0.696 1.291
beta4_pH[2,31,1] 0.846 0.208 0.544 0.813 1.255
beta4_pH[3,31,1] 0.874 0.256 0.514 0.831 1.448
beta4_pH[4,31,1] 0.752 0.249 0.428 0.701 1.323
beta4_pH[5,31,1] 0.471 0.402 0.082 0.336 1.565
beta4_pH[6,31,1] 1.770 1.531 0.230 1.331 6.145
beta4_pH[7,31,1] 1.026 0.580 0.345 0.870 2.424
beta4_pH[8,31,1] 0.763 0.425 0.227 0.666 1.709
beta4_pH[9,31,1] 0.944 0.550 0.277 0.799 2.173
beta4_pH[10,31,1] 0.723 0.271 0.347 0.680 1.282
beta4_pH[11,31,1] 0.648 0.236 0.350 0.594 1.171
beta4_pH[12,31,1] 0.876 0.365 0.432 0.780 1.708
beta4_pH[13,31,1] 0.717 0.261 0.378 0.660 1.275
beta4_pH[14,31,1] 1.049 0.342 0.564 0.997 1.709
beta4_pH[15,31,1] 0.901 0.266 0.535 0.856 1.440
beta4_pH[16,31,1] 0.802 0.333 0.415 0.705 1.602
beta4_pH[1,32,1] 0.728 0.286 0.312 0.690 1.290
beta4_pH[2,32,1] 0.813 0.200 0.541 0.773 1.247
beta4_pH[3,32,1] 0.861 0.250 0.515 0.821 1.438
beta4_pH[4,32,1] 0.805 0.269 0.431 0.759 1.339
beta4_pH[5,32,1] 0.648 0.534 0.085 0.476 1.987
beta4_pH[6,32,1] 1.759 1.480 0.234 1.344 6.149
beta4_pH[7,32,1] 1.040 0.600 0.345 0.884 2.482
beta4_pH[8,32,1] 0.751 0.433 0.227 0.643 1.713
beta4_pH[9,32,1] 0.955 0.548 0.275 0.810 2.178
beta4_pH[10,32,1] 0.689 0.263 0.343 0.634 1.276
beta4_pH[11,32,1] 0.626 0.224 0.347 0.580 1.146
beta4_pH[12,32,1] 0.876 0.356 0.437 0.783 1.700
beta4_pH[13,32,1] 0.739 0.265 0.380 0.691 1.283
beta4_pH[14,32,1] 1.027 0.335 0.565 0.971 1.703
beta4_pH[15,32,1] 0.897 0.263 0.536 0.851 1.432
beta4_pH[16,32,1] 0.867 0.354 0.419 0.784 1.636
beta4_pH[1,33,1] 0.728 0.278 0.312 0.700 1.282
beta4_pH[2,33,1] 0.736 0.167 0.538 0.695 1.161
beta4_pH[3,33,1] 0.868 0.257 0.515 0.823 1.439
beta4_pH[4,33,1] 0.809 0.264 0.435 0.764 1.343
beta4_pH[5,33,1] 0.522 0.443 0.082 0.379 1.751
beta4_pH[6,33,1] 1.614 1.381 0.230 1.261 5.862
beta4_pH[7,33,1] 1.107 0.622 0.350 0.960 2.510
beta4_pH[8,33,1] 0.763 0.427 0.227 0.664 1.709
beta4_pH[9,33,1] 0.850 0.517 0.274 0.703 2.160
beta4_pH[10,33,1] 0.654 0.243 0.342 0.606 1.234
beta4_pH[11,33,1] 0.633 0.229 0.348 0.579 1.164
beta4_pH[12,33,1] 0.832 0.349 0.433 0.727 1.711
beta4_pH[13,33,1] 0.722 0.261 0.377 0.666 1.281
beta4_pH[14,33,1] 1.044 0.338 0.565 0.993 1.702
beta4_pH[15,33,1] 0.890 0.265 0.536 0.843 1.440
beta4_pH[16,33,1] 0.765 0.318 0.414 0.669 1.574
beta4_pH[1,34,1] 0.596 0.240 0.302 0.540 1.178
beta4_pH[2,34,1] 0.801 0.194 0.542 0.759 1.230
beta4_pH[3,34,1] 0.857 0.254 0.512 0.811 1.444
beta4_pH[4,34,1] 0.802 0.270 0.429 0.758 1.349
beta4_pH[5,34,1] 0.544 0.465 0.082 0.384 1.834
beta4_pH[6,34,1] 1.416 1.187 0.228 1.144 4.970
beta4_pH[7,34,1] 1.110 0.622 0.347 0.962 2.499
beta4_pH[8,34,1] 0.743 0.427 0.226 0.635 1.713
beta4_pH[9,34,1] 0.896 0.526 0.273 0.751 2.152
beta4_pH[10,34,1] 0.574 0.207 0.339 0.519 1.116
beta4_pH[11,34,1] 0.617 0.223 0.348 0.560 1.160
beta4_pH[12,34,1] 0.631 0.248 0.425 0.545 1.440
beta4_pH[13,34,1] 0.728 0.261 0.378 0.678 1.281
beta4_pH[14,34,1] 1.019 0.334 0.559 0.952 1.698
beta4_pH[15,34,1] 0.901 0.267 0.536 0.855 1.444
beta4_pH[16,34,1] 0.803 0.336 0.417 0.707 1.621
beta4_pH[1,35,1] 0.409 0.139 0.191 0.389 0.736
beta4_pH[2,35,1] 0.772 0.081 0.631 0.767 0.949
beta4_pH[3,35,1] 1.023 0.163 0.742 1.009 1.381
beta4_pH[4,35,1] 0.568 0.207 0.264 0.532 1.065
beta4_pH[5,35,1] 0.131 0.100 0.029 0.104 0.412
beta4_pH[6,35,1] 0.787 0.662 0.140 0.594 2.594
beta4_pH[7,35,1] 2.355 1.935 0.426 1.799 7.610
beta4_pH[8,35,1] 0.535 0.267 0.184 0.476 1.183
beta4_pH[9,35,1] 0.626 0.535 0.106 0.473 2.078
beta4_pH[10,35,1] 0.596 0.117 0.398 0.586 0.852
beta4_pH[11,35,1] 0.753 0.190 0.454 0.733 1.198
beta4_pH[12,35,1] 1.350 0.922 0.379 1.084 3.863
beta4_pH[13,35,1] 0.723 0.108 0.537 0.716 0.957
beta4_pH[14,35,1] 0.814 0.273 0.418 0.773 1.463
beta4_pH[15,35,1] 0.878 0.120 0.668 0.865 1.136
beta4_pH[16,35,1] 0.543 0.229 0.230 0.504 1.128
beta4_pH[1,36,1] 0.895 0.179 0.583 0.883 1.283
beta4_pH[2,36,1] 0.851 0.105 0.667 0.841 1.071
beta4_pH[3,36,1] 0.878 0.146 0.626 0.866 1.195
beta4_pH[4,36,1] 0.761 0.232 0.407 0.724 1.334
beta4_pH[5,36,1] 0.438 0.396 0.062 0.326 1.445
beta4_pH[6,36,1] 5.174 4.007 0.802 3.805 16.149
beta4_pH[7,36,1] 1.109 0.604 0.341 0.973 2.690
beta4_pH[8,36,1] 0.939 0.401 0.381 0.858 1.920
beta4_pH[9,36,1] 0.529 0.381 0.126 0.428 1.554
beta4_pH[10,36,1] 0.443 0.114 0.258 0.429 0.717
beta4_pH[11,36,1] 0.548 0.105 0.367 0.538 0.783
beta4_pH[12,36,1] 0.712 0.396 0.254 0.620 1.753
beta4_pH[13,36,1] 0.781 0.125 0.564 0.771 1.042
beta4_pH[14,36,1] 1.143 0.441 0.529 1.064 2.218
beta4_pH[15,36,1] 0.959 0.135 0.715 0.947 1.257
beta4_pH[16,36,1] 0.951 0.376 0.438 0.878 1.841
beta4_pH[1,37,1] 0.753 0.161 0.486 0.736 1.126
beta4_pH[2,37,1] 0.766 0.081 0.619 0.763 0.935
beta4_pH[3,37,1] 0.917 0.127 0.690 0.909 1.193
beta4_pH[4,37,1] 0.734 0.226 0.391 0.703 1.256
beta4_pH[5,37,1] 0.791 0.760 0.111 0.581 2.598
beta4_pH[6,37,1] 2.281 2.067 0.319 1.647 7.949
beta4_pH[7,37,1] 1.210 0.812 0.318 1.010 3.280
beta4_pH[8,37,1] 0.987 0.421 0.422 0.911 2.024
beta4_pH[9,37,1] 1.775 1.785 0.194 1.229 7.050
beta4_pH[10,37,1] 0.743 0.135 0.510 0.735 1.039
beta4_pH[11,37,1] 0.830 0.170 0.548 0.811 1.218
beta4_pH[12,37,1] 0.792 0.504 0.213 0.671 2.082
beta4_pH[13,37,1] 0.601 0.090 0.446 0.595 0.791
beta4_pH[14,37,1] 0.972 0.352 0.465 0.909 1.825
beta4_pH[15,37,1] 0.703 0.103 0.524 0.695 0.922
beta4_pH[16,37,1] 0.604 0.180 0.332 0.574 1.030
beta4_pH[1,38,1] 0.698 0.130 0.471 0.686 0.981
beta4_pH[2,38,1] 0.707 0.079 0.567 0.702 0.874
beta4_pH[3,38,1] 0.886 0.162 0.619 0.869 1.253
beta4_pH[4,38,1] 0.887 0.238 0.513 0.853 1.428
beta4_pH[5,38,1] 0.440 0.318 0.095 0.360 1.244
beta4_pH[6,38,1] 2.000 2.195 0.168 1.327 8.701
beta4_pH[7,38,1] 0.499 0.290 0.149 0.432 1.251
beta4_pH[8,38,1] 0.767 0.306 0.343 0.709 1.512
beta4_pH[9,38,1] 1.441 1.049 0.351 1.167 4.190
beta4_pH[10,38,1] 0.712 0.148 0.474 0.695 1.052
beta4_pH[11,38,1] 0.509 0.126 0.306 0.492 0.804
beta4_pH[12,38,1] 0.630 0.418 0.176 0.522 1.737
beta4_pH[13,38,1] 0.891 0.179 0.593 0.875 1.294
beta4_pH[14,38,1] 1.025 0.404 0.482 0.947 2.032
beta4_pH[15,38,1] 0.846 0.098 0.674 0.840 1.056
beta4_pH[16,38,1] 0.889 0.351 0.402 0.823 1.762
beta4_pH[1,39,1] 0.678 0.129 0.452 0.670 0.961
beta4_pH[2,39,1] 0.859 0.100 0.676 0.854 1.071
beta4_pH[3,39,1] 0.844 0.119 0.635 0.836 1.107
beta4_pH[4,39,1] 0.839 0.278 0.433 0.796 1.489
beta4_pH[5,39,1] 1.123 1.126 0.129 0.791 3.989
beta4_pH[6,39,1] 0.326 0.325 0.035 0.223 1.193
beta4_pH[7,39,1] 1.899 1.663 0.290 1.434 6.376
beta4_pH[8,39,1] 1.404 0.774 0.460 1.227 3.335
beta4_pH[9,39,1] 1.979 1.609 0.369 1.519 6.448
beta4_pH[10,39,1] 0.736 0.182 0.441 0.717 1.151
beta4_pH[11,39,1] 0.682 0.166 0.416 0.661 1.064
beta4_pH[12,39,1] 0.624 0.330 0.222 0.557 1.487
beta4_pH[13,39,1] 0.712 0.118 0.517 0.701 0.979
beta4_pH[14,39,1] 0.927 0.361 0.426 0.859 1.837
beta4_pH[15,39,1] 0.999 0.107 0.808 0.993 1.232
beta4_pH[16,39,1] 0.868 0.333 0.397 0.803 1.650
beta4_pH[1,40,1] 0.707 0.111 0.511 0.697 0.946
beta4_pH[2,40,1] 0.755 0.081 0.610 0.750 0.931
beta4_pH[3,40,1] 0.931 0.142 0.691 0.920 1.242
beta4_pH[4,40,1] 0.888 0.208 0.552 0.867 1.354
beta4_pH[5,40,1] 0.281 0.181 0.073 0.235 0.768
beta4_pH[6,40,1] 1.161 1.350 0.179 0.798 4.495
beta4_pH[7,40,1] 1.569 1.317 0.267 1.179 5.195
beta4_pH[8,40,1] 0.358 0.273 0.073 0.280 1.110
beta4_pH[9,40,1] 0.509 0.511 0.066 0.359 1.856
beta4_pH[10,40,1] 0.881 0.215 0.529 0.855 1.357
beta4_pH[11,40,1] 0.451 0.109 0.273 0.438 0.697
beta4_pH[12,40,1] 0.661 0.361 0.196 0.576 1.597
beta4_pH[13,40,1] 0.776 0.119 0.569 0.768 1.036
beta4_pH[14,40,1] 0.715 0.237 0.368 0.676 1.322
beta4_pH[15,40,1] 0.837 0.097 0.661 0.830 1.036
beta4_pH[16,40,1] 1.217 0.479 0.553 1.126 2.374
beta4_pH[1,41,1] 0.579 0.112 0.388 0.571 0.826
beta4_pH[2,41,1] 0.784 0.100 0.609 0.777 1.001
beta4_pH[3,41,1] 0.882 0.143 0.630 0.869 1.198
beta4_pH[4,41,1] 0.864 0.364 0.367 0.795 1.774
beta4_pH[5,41,1] 1.191 0.568 0.420 1.087 2.554
beta4_pH[6,41,1] 3.516 3.254 0.341 2.496 13.348
beta4_pH[7,41,1] 0.843 0.512 0.242 0.716 2.164
beta4_pH[8,41,1] 1.245 0.745 0.353 1.066 3.253
beta4_pH[9,41,1] 0.495 0.569 0.058 0.326 1.936
beta4_pH[10,41,1] 0.758 0.156 0.494 0.742 1.096
beta4_pH[11,41,1] 0.859 0.244 0.482 0.829 1.429
beta4_pH[12,41,1] 0.947 0.456 0.361 0.847 2.103
beta4_pH[13,41,1] 0.682 0.108 0.494 0.674 0.914
beta4_pH[14,41,1] 1.090 0.330 0.571 1.044 1.867
beta4_pH[15,41,1] 0.786 0.098 0.616 0.781 1.008
beta4_pH[16,41,1] 1.024 0.461 0.404 0.933 2.226
beta4_pH[1,42,1] 0.611 0.111 0.420 0.604 0.854
beta4_pH[2,42,1] 0.782 0.095 0.615 0.777 0.982
beta4_pH[3,42,1] 0.803 0.154 0.542 0.788 1.152
beta4_pH[4,42,1] 0.981 0.317 0.516 0.936 1.729
beta4_pH[5,42,1] 1.655 1.827 0.171 1.079 6.716
beta4_pH[6,42,1] 0.244 0.172 0.057 0.203 0.672
beta4_pH[7,42,1] 0.994 0.616 0.270 0.838 2.620
beta4_pH[8,42,1] 0.778 0.330 0.329 0.709 1.575
beta4_pH[9,42,1] 0.805 0.615 0.161 0.642 2.394
beta4_pH[10,42,1] 0.853 0.163 0.574 0.839 1.220
beta4_pH[11,42,1] 0.645 0.144 0.403 0.628 0.957
beta4_pH[12,42,1] 0.850 0.391 0.325 0.765 1.841
beta4_pH[13,42,1] 0.503 0.154 0.263 0.481 0.857
beta4_pH[14,42,1] 0.911 0.324 0.442 0.863 1.690
beta4_pH[15,42,1] 0.925 0.094 0.757 0.920 1.120
beta4_pH[16,42,1] 0.603 0.198 0.301 0.572 1.074
beta4_pH[1,43,1] 0.721 0.154 0.468 0.706 1.057
beta4_pH[2,43,1] 0.745 0.079 0.596 0.741 0.904
beta4_pH[3,43,1] 0.657 0.094 0.495 0.648 0.852
beta4_pH[4,43,1] 0.851 0.278 0.428 0.810 1.513
beta4_pH[5,43,1] 1.573 0.682 0.653 1.455 3.293
beta4_pH[6,43,1] 1.106 0.724 0.257 0.935 2.992
beta4_pH[7,43,1] 0.722 0.610 0.128 0.552 2.205
beta4_pH[8,43,1] 0.613 0.268 0.251 0.558 1.233
beta4_pH[9,43,1] 1.211 1.102 0.193 0.900 4.061
beta4_pH[10,43,1] 0.634 0.124 0.430 0.622 0.921
beta4_pH[11,43,1] 0.651 0.135 0.427 0.638 0.945
beta4_pH[12,43,1] 0.782 0.384 0.299 0.700 1.721
beta4_pH[13,43,1] 0.599 0.121 0.399 0.586 0.878
beta4_pH[14,43,1] 1.099 0.344 0.575 1.047 1.907
beta4_pH[15,43,1] 0.851 0.104 0.664 0.844 1.072
beta4_pH[16,43,1] 1.234 0.458 0.564 1.167 2.324
beta4_pH[1,44,1] 0.558 0.123 0.348 0.546 0.823
beta4_pH[2,44,1] 0.698 0.078 0.559 0.694 0.867
beta4_pH[3,44,1] 0.626 0.097 0.460 0.620 0.835
beta4_pH[4,44,1] 0.841 0.216 0.501 0.813 1.336
beta4_pH[5,44,1] 1.003 0.433 0.402 0.927 2.039
beta4_pH[6,44,1] 1.037 1.172 0.128 0.740 4.095
beta4_pH[7,44,1] 1.215 0.657 0.383 1.061 2.940
beta4_pH[8,44,1] 0.389 0.237 0.107 0.337 0.937
beta4_pH[9,44,1] 1.033 0.970 0.168 0.748 3.548
beta4_pH[10,44,1] 0.574 0.124 0.367 0.561 0.851
beta4_pH[11,44,1] 0.342 0.115 0.170 0.325 0.606
beta4_pH[12,44,1] 0.671 0.354 0.226 0.598 1.545
beta4_pH[13,44,1] 0.553 0.099 0.380 0.545 0.781
beta4_pH[14,44,1] 0.678 0.182 0.402 0.651 1.107
beta4_pH[15,44,1] 0.636 0.081 0.490 0.631 0.817
beta4_pH[16,44,1] 0.454 0.177 0.201 0.423 0.882
beta4_pH[1,45,1] 0.742 0.159 0.475 0.727 1.100
beta4_pH[2,45,1] 0.697 0.084 0.545 0.691 0.873
beta4_pH[3,45,1] 0.748 0.133 0.526 0.736 1.043
beta4_pH[4,45,1] 0.756 0.185 0.461 0.734 1.173
beta4_pH[5,45,1] 1.025 1.101 0.100 0.673 3.983
beta4_pH[6,45,1] 0.997 0.808 0.200 0.815 3.064
beta4_pH[7,45,1] 0.694 0.539 0.129 0.546 2.115
beta4_pH[8,45,1] 1.165 0.538 0.469 1.056 2.495
beta4_pH[9,45,1] 0.097 0.104 0.011 0.065 0.388
beta4_pH[10,45,1] 0.787 0.173 0.505 0.771 1.170
beta4_pH[11,45,1] 0.486 0.106 0.309 0.476 0.731
beta4_pH[12,45,1] 0.792 0.353 0.302 0.727 1.688
beta4_pH[13,45,1] 0.469 0.077 0.334 0.462 0.637
beta4_pH[14,45,1] 0.720 0.173 0.441 0.695 1.118
beta4_pH[15,45,1] 0.511 0.071 0.388 0.505 0.667
beta4_pH[16,45,1] 0.339 0.192 0.099 0.298 0.805
beta4_pH[1,46,1] 0.732 0.127 0.514 0.720 1.017
beta4_pH[2,46,1] 0.664 0.091 0.506 0.656 0.856
beta4_pH[3,46,1] 0.766 0.117 0.565 0.759 1.015
beta4_pH[4,46,1] 0.870 0.315 0.426 0.813 1.647
beta4_pH[5,46,1] 0.932 0.447 0.349 0.843 2.066
beta4_pH[6,46,1] 1.689 1.801 0.147 1.126 6.360
beta4_pH[7,46,1] 1.753 1.306 0.385 1.416 4.897
beta4_pH[8,46,1] 0.956 0.458 0.381 0.853 2.118
beta4_pH[9,46,1] 1.526 1.516 0.212 1.072 5.938
beta4_pH[10,46,1] 0.643 0.149 0.392 0.628 0.975
beta4_pH[11,46,1] 0.725 0.167 0.452 0.708 1.096
beta4_pH[12,46,1] 1.201 0.639 0.397 1.052 2.896
beta4_pH[13,46,1] 0.587 0.176 0.322 0.563 0.999
beta4_pH[14,46,1] 0.996 0.358 0.480 0.927 1.861
beta4_pH[15,46,1] 0.627 0.077 0.491 0.621 0.796
beta4_pH[16,46,1] 0.683 0.277 0.296 0.632 1.352
beta4_pH[1,47,1] 0.609 0.128 0.396 0.596 0.889
beta4_pH[2,47,1] 0.757 0.104 0.570 0.751 0.983
beta4_pH[3,47,1] 0.762 0.113 0.563 0.753 1.003
beta4_pH[4,47,1] 0.568 0.228 0.240 0.531 1.141
beta4_pH[5,47,1] 0.130 0.109 0.026 0.101 0.411
beta4_pH[6,47,1] 0.172 0.112 0.041 0.144 0.467
beta4_pH[7,47,1] 0.487 0.430 0.079 0.368 1.614
beta4_pH[8,47,1] 0.908 0.589 0.228 0.775 2.404
beta4_pH[9,47,1] 0.444 0.576 0.038 0.284 1.793
beta4_pH[10,47,1] 0.769 0.208 0.433 0.748 1.228
beta4_pH[11,47,1] 0.601 0.124 0.392 0.590 0.880
beta4_pH[12,47,1] 1.686 0.977 0.521 1.454 4.156
beta4_pH[13,47,1] 0.693 0.119 0.491 0.684 0.964
beta4_pH[14,47,1] 0.837 0.315 0.395 0.783 1.641
beta4_pH[15,47,1] 0.719 0.117 0.521 0.707 0.973
beta4_pH[16,47,1] 0.868 0.339 0.386 0.800 1.694
beta4_pH[1,1,2] 0.695 0.286 0.304 0.639 1.280
beta4_pH[2,1,2] 0.848 0.213 0.545 0.818 1.254
beta4_pH[3,1,2] 0.917 0.273 0.515 0.878 1.472
beta4_pH[4,1,2] 0.810 0.270 0.431 0.770 1.351
beta4_pH[5,1,2] 0.647 0.530 0.084 0.483 1.950
beta4_pH[6,1,2] 1.889 1.609 0.230 1.413 6.648
beta4_pH[7,1,2] 1.127 0.629 0.346 0.980 2.523
beta4_pH[8,1,2] 0.768 0.430 0.225 0.684 1.721
beta4_pH[9,1,2] 0.918 0.535 0.275 0.777 2.178
beta4_pH[10,1,2] 0.725 0.280 0.344 0.676 1.296
beta4_pH[11,1,2] 0.687 0.248 0.350 0.645 1.189
beta4_pH[12,1,2] 0.938 0.378 0.443 0.856 1.722
beta4_pH[13,1,2] 0.750 0.269 0.379 0.699 1.305
beta4_pH[14,1,2] 1.028 0.334 0.567 0.977 1.695
beta4_pH[15,1,2] 0.916 0.266 0.540 0.879 1.438
beta4_pH[16,1,2] 0.890 0.356 0.416 0.817 1.652
beta4_pH[1,2,2] 0.676 0.282 0.306 0.621 1.283
beta4_pH[2,2,2] 0.858 0.215 0.544 0.832 1.264
beta4_pH[3,2,2] 0.905 0.269 0.515 0.865 1.461
beta4_pH[4,2,2] 0.794 0.266 0.432 0.748 1.340
beta4_pH[5,2,2] 0.635 0.524 0.085 0.467 1.934
beta4_pH[6,2,2] 1.793 1.539 0.235 1.356 6.312
beta4_pH[7,2,2] 1.092 0.616 0.346 0.933 2.478
beta4_pH[8,2,2] 0.760 0.434 0.226 0.657 1.729
beta4_pH[9,2,2] 0.913 0.529 0.272 0.779 2.172
beta4_pH[10,2,2] 0.732 0.279 0.344 0.687 1.289
beta4_pH[11,2,2] 0.695 0.251 0.352 0.654 1.190
beta4_pH[12,2,2] 0.943 0.378 0.436 0.868 1.718
beta4_pH[13,2,2] 0.748 0.266 0.381 0.705 1.279
beta4_pH[14,2,2] 1.019 0.332 0.562 0.971 1.689
beta4_pH[15,2,2] 0.912 0.267 0.536 0.877 1.442
beta4_pH[16,2,2] 0.898 0.359 0.422 0.827 1.656
beta4_pH[1,3,2] 0.695 0.287 0.308 0.645 1.289
beta4_pH[2,3,2] 0.856 0.214 0.544 0.830 1.263
beta4_pH[3,3,2] 0.915 0.276 0.519 0.875 1.473
beta4_pH[4,3,2] 0.812 0.270 0.433 0.773 1.345
beta4_pH[5,3,2] 0.681 0.559 0.083 0.502 1.989
beta4_pH[6,3,2] 1.853 1.603 0.235 1.362 6.587
beta4_pH[7,3,2] 1.096 0.614 0.347 0.941 2.496
beta4_pH[8,3,2] 0.770 0.437 0.226 0.663 1.718
beta4_pH[9,3,2] 0.917 0.545 0.273 0.773 2.198
beta4_pH[10,3,2] 0.730 0.275 0.346 0.693 1.291
beta4_pH[11,3,2] 0.690 0.244 0.352 0.649 1.186
beta4_pH[12,3,2] 0.942 0.383 0.437 0.860 1.735
beta4_pH[13,3,2] 0.745 0.263 0.379 0.694 1.282
beta4_pH[14,3,2] 1.034 0.338 0.564 0.974 1.700
beta4_pH[15,3,2] 0.911 0.266 0.538 0.867 1.438
beta4_pH[16,3,2] 0.899 0.365 0.415 0.825 1.666
beta4_pH[1,4,2] 0.693 0.283 0.309 0.640 1.290
beta4_pH[2,4,2] 0.853 0.214 0.542 0.831 1.260
beta4_pH[3,4,2] 0.911 0.270 0.516 0.871 1.468
beta4_pH[4,4,2] 0.803 0.266 0.430 0.761 1.346
beta4_pH[5,4,2] 0.660 0.542 0.083 0.498 1.991
beta4_pH[6,4,2] 1.863 1.601 0.232 1.370 6.420
beta4_pH[7,4,2] 1.096 0.622 0.350 0.934 2.508
beta4_pH[8,4,2] 0.761 0.431 0.230 0.667 1.727
beta4_pH[9,4,2] 0.919 0.538 0.273 0.775 2.162
beta4_pH[10,4,2] 0.727 0.279 0.346 0.678 1.294
beta4_pH[11,4,2] 0.690 0.245 0.352 0.648 1.194
beta4_pH[12,4,2] 0.927 0.375 0.437 0.842 1.721
beta4_pH[13,4,2] 0.741 0.266 0.379 0.696 1.281
beta4_pH[14,4,2] 1.032 0.338 0.562 0.978 1.703
beta4_pH[15,4,2] 0.922 0.268 0.542 0.882 1.449
beta4_pH[16,4,2] 0.901 0.362 0.418 0.826 1.654
beta4_pH[1,5,2] 0.693 0.287 0.305 0.643 1.295
beta4_pH[2,5,2] 0.851 0.213 0.544 0.824 1.259
beta4_pH[3,5,2] 0.916 0.273 0.516 0.872 1.469
beta4_pH[4,5,2] 0.810 0.268 0.432 0.771 1.335
beta4_pH[5,5,2] 0.656 0.535 0.086 0.496 1.996
beta4_pH[6,5,2] 1.906 1.605 0.248 1.418 6.501
beta4_pH[7,5,2] 1.108 0.616 0.347 0.962 2.492
beta4_pH[8,5,2] 0.742 0.416 0.229 0.648 1.681
beta4_pH[9,5,2] 0.908 0.545 0.276 0.754 2.206
beta4_pH[10,5,2] 0.718 0.278 0.344 0.660 1.285
beta4_pH[11,5,2] 0.689 0.247 0.353 0.650 1.183
beta4_pH[12,5,2] 0.923 0.374 0.438 0.838 1.727
beta4_pH[13,5,2] 0.747 0.270 0.381 0.697 1.295
beta4_pH[14,5,2] 1.025 0.338 0.560 0.962 1.703
beta4_pH[15,5,2] 0.912 0.269 0.537 0.870 1.440
beta4_pH[16,5,2] 0.893 0.352 0.420 0.828 1.637
beta4_pH[1,6,2] 0.687 0.283 0.304 0.636 1.278
beta4_pH[2,6,2] 0.850 0.211 0.545 0.822 1.262
beta4_pH[3,6,2] 0.913 0.270 0.518 0.870 1.464
beta4_pH[4,6,2] 0.803 0.269 0.432 0.757 1.335
beta4_pH[5,6,2] 0.654 0.541 0.084 0.481 1.966
beta4_pH[6,6,2] 1.925 1.637 0.252 1.399 6.609
beta4_pH[7,6,2] 1.090 0.612 0.346 0.934 2.460
beta4_pH[8,6,2] 0.760 0.421 0.225 0.671 1.686
beta4_pH[9,6,2] 0.930 0.539 0.276 0.800 2.151
beta4_pH[10,6,2] 0.724 0.280 0.349 0.676 1.290
beta4_pH[11,6,2] 0.700 0.248 0.352 0.665 1.196
beta4_pH[12,6,2] 0.926 0.371 0.437 0.841 1.708
beta4_pH[13,6,2] 0.748 0.270 0.379 0.700 1.290
beta4_pH[14,6,2] 1.036 0.339 0.563 0.977 1.709
beta4_pH[15,6,2] 0.919 0.270 0.538 0.877 1.441
beta4_pH[16,6,2] 0.918 0.365 0.422 0.848 1.665
beta4_pH[1,7,2] 0.696 0.285 0.308 0.642 1.284
beta4_pH[2,7,2] 0.846 0.211 0.543 0.817 1.259
beta4_pH[3,7,2] 0.901 0.266 0.513 0.861 1.458
beta4_pH[4,7,2] 0.811 0.273 0.430 0.770 1.347
beta4_pH[5,7,2] 0.661 0.544 0.085 0.489 2.003
beta4_pH[6,7,2] 1.832 1.584 0.239 1.351 6.476
beta4_pH[7,7,2] 1.115 0.627 0.347 0.967 2.505
beta4_pH[8,7,2] 0.761 0.426 0.225 0.667 1.706
beta4_pH[9,7,2] 0.929 0.545 0.277 0.780 2.172
beta4_pH[10,7,2] 0.721 0.272 0.347 0.665 1.287
beta4_pH[11,7,2] 0.695 0.248 0.351 0.652 1.187
beta4_pH[12,7,2] 0.920 0.375 0.437 0.833 1.701
beta4_pH[13,7,2] 0.742 0.269 0.379 0.694 1.292
beta4_pH[14,7,2] 1.032 0.335 0.563 0.980 1.706
beta4_pH[15,7,2] 0.914 0.266 0.539 0.874 1.443
beta4_pH[16,7,2] 0.904 0.358 0.422 0.835 1.666
beta4_pH[1,8,2] 0.698 0.283 0.308 0.654 1.285
beta4_pH[2,8,2] 0.853 0.212 0.544 0.825 1.259
beta4_pH[3,8,2] 0.910 0.269 0.520 0.867 1.469
beta4_pH[4,8,2] 0.803 0.268 0.430 0.759 1.339
beta4_pH[5,8,2] 0.656 0.528 0.084 0.488 1.948
beta4_pH[6,8,2] 1.888 1.610 0.244 1.405 6.555
beta4_pH[7,8,2] 1.104 0.610 0.351 0.962 2.502
beta4_pH[8,8,2] 0.753 0.427 0.227 0.653 1.706
beta4_pH[9,8,2] 0.936 0.548 0.276 0.790 2.208
beta4_pH[10,8,2] 0.716 0.276 0.347 0.661 1.288
beta4_pH[11,8,2] 0.684 0.248 0.351 0.636 1.198
beta4_pH[12,8,2] 0.932 0.377 0.437 0.858 1.719
beta4_pH[13,8,2] 0.744 0.263 0.379 0.700 1.286
beta4_pH[14,8,2] 1.037 0.339 0.564 0.983 1.706
beta4_pH[15,8,2] 0.916 0.270 0.538 0.874 1.449
beta4_pH[16,8,2] 0.896 0.357 0.422 0.823 1.636
beta4_pH[1,9,2] 0.696 0.288 0.305 0.641 1.278
beta4_pH[2,9,2] 0.850 0.219 0.540 0.814 1.263
beta4_pH[3,9,2] 0.909 0.273 0.515 0.870 1.468
beta4_pH[4,9,2] 0.816 0.270 0.433 0.779 1.348
beta4_pH[5,9,2] 0.668 0.547 0.086 0.502 2.005
beta4_pH[6,9,2] 1.882 1.610 0.239 1.391 6.534
beta4_pH[7,9,2] 1.098 0.606 0.346 0.944 2.467
beta4_pH[8,9,2] 0.762 0.426 0.226 0.670 1.711
beta4_pH[9,9,2] 0.940 0.554 0.273 0.784 2.188
beta4_pH[10,9,2] 0.719 0.279 0.344 0.670 1.285
beta4_pH[11,9,2] 0.694 0.247 0.354 0.651 1.190
beta4_pH[12,9,2] 0.924 0.374 0.438 0.840 1.724
beta4_pH[13,9,2] 0.750 0.269 0.380 0.705 1.298
beta4_pH[14,9,2] 1.036 0.337 0.562 0.983 1.697
beta4_pH[15,9,2] 0.920 0.269 0.538 0.879 1.441
beta4_pH[16,9,2] 0.907 0.360 0.420 0.842 1.654
beta4_pH[1,10,2] 0.698 0.286 0.309 0.650 1.294
beta4_pH[2,10,2] 0.853 0.211 0.546 0.827 1.262
beta4_pH[3,10,2] 0.902 0.269 0.516 0.862 1.466
beta4_pH[4,10,2] 0.807 0.267 0.433 0.767 1.342
beta4_pH[5,10,2] 0.658 0.547 0.084 0.480 1.987
beta4_pH[6,10,2] 1.897 1.642 0.235 1.389 6.636
beta4_pH[7,10,2] 1.118 0.611 0.356 0.973 2.508
beta4_pH[8,10,2] 0.770 0.433 0.225 0.670 1.731
beta4_pH[9,10,2] 0.940 0.544 0.277 0.805 2.182
beta4_pH[10,10,2] 0.724 0.276 0.344 0.678 1.296
beta4_pH[11,10,2] 0.694 0.249 0.352 0.653 1.188
beta4_pH[12,10,2] 0.931 0.381 0.438 0.849 1.733
beta4_pH[13,10,2] 0.752 0.269 0.378 0.706 1.285
beta4_pH[14,10,2] 1.033 0.336 0.562 0.973 1.702
beta4_pH[15,10,2] 0.916 0.268 0.539 0.874 1.440
beta4_pH[16,10,2] 0.903 0.366 0.416 0.830 1.671
beta4_pH[1,11,2] 0.682 0.284 0.307 0.630 1.295
beta4_pH[2,11,2] 0.859 0.216 0.545 0.828 1.270
beta4_pH[3,11,2] 0.914 0.273 0.517 0.872 1.470
beta4_pH[4,11,2] 0.814 0.269 0.432 0.776 1.348
beta4_pH[5,11,2] 0.663 0.545 0.083 0.499 2.006
beta4_pH[6,11,2] 1.933 1.636 0.248 1.408 6.591
beta4_pH[7,11,2] 1.108 0.625 0.347 0.950 2.508
beta4_pH[8,11,2] 0.761 0.425 0.226 0.677 1.697
beta4_pH[9,11,2] 0.932 0.548 0.272 0.793 2.163
beta4_pH[10,11,2] 0.721 0.273 0.346 0.677 1.288
beta4_pH[11,11,2] 0.694 0.248 0.350 0.646 1.196
beta4_pH[12,11,2] 0.939 0.381 0.438 0.856 1.741
beta4_pH[13,11,2] 0.748 0.267 0.377 0.698 1.289
beta4_pH[14,11,2] 1.039 0.340 0.562 0.980 1.701
beta4_pH[15,11,2] 0.915 0.270 0.537 0.876 1.443
beta4_pH[16,11,2] 0.902 0.366 0.419 0.819 1.663
beta4_pH[1,12,2] 0.691 0.289 0.305 0.640 1.291
beta4_pH[2,12,2] 0.855 0.216 0.542 0.825 1.266
beta4_pH[3,12,2] 0.908 0.267 0.517 0.861 1.469
beta4_pH[4,12,2] 0.805 0.272 0.431 0.754 1.356
beta4_pH[5,12,2] 0.660 0.534 0.084 0.503 1.961
beta4_pH[6,12,2] 1.854 1.609 0.231 1.370 6.515
beta4_pH[7,12,2] 1.106 0.618 0.351 0.965 2.495
beta4_pH[8,12,2] 0.760 0.436 0.224 0.656 1.729
beta4_pH[9,12,2] 0.937 0.550 0.278 0.790 2.201
beta4_pH[10,12,2] 0.730 0.280 0.346 0.678 1.302
beta4_pH[11,12,2] 0.686 0.246 0.354 0.637 1.187
beta4_pH[12,12,2] 0.927 0.389 0.437 0.828 1.731
beta4_pH[13,12,2] 0.751 0.270 0.380 0.707 1.293
beta4_pH[14,12,2] 1.031 0.338 0.560 0.975 1.698
beta4_pH[15,12,2] 0.914 0.268 0.539 0.872 1.438
beta4_pH[16,12,2] 0.900 0.359 0.420 0.824 1.650
beta4_pH[1,13,2] 0.690 0.283 0.305 0.648 1.287
beta4_pH[2,13,2] 0.863 0.218 0.546 0.841 1.263
beta4_pH[3,13,2] 0.904 0.273 0.518 0.858 1.471
beta4_pH[4,13,2] 0.812 0.267 0.432 0.778 1.342
beta4_pH[5,13,2] 0.658 0.538 0.085 0.492 1.984
beta4_pH[6,13,2] 1.829 1.577 0.240 1.355 6.533
beta4_pH[7,13,2] 1.099 0.611 0.345 0.960 2.492
beta4_pH[8,13,2] 0.756 0.424 0.227 0.668 1.722
beta4_pH[9,13,2] 0.915 0.541 0.275 0.770 2.195
beta4_pH[10,13,2] 0.721 0.281 0.346 0.669 1.302
beta4_pH[11,13,2] 0.689 0.249 0.352 0.640 1.192
beta4_pH[12,13,2] 0.925 0.375 0.438 0.842 1.723
beta4_pH[13,13,2] 0.750 0.271 0.382 0.701 1.297
beta4_pH[14,13,2] 1.045 0.339 0.561 0.987 1.701
beta4_pH[15,13,2] 0.918 0.268 0.537 0.881 1.431
beta4_pH[16,13,2] 0.902 0.361 0.418 0.829 1.662
beta4_pH[1,14,2] 0.695 0.291 0.304 0.643 1.288
beta4_pH[2,14,2] 0.863 0.218 0.545 0.840 1.264
beta4_pH[3,14,2] 0.863 0.259 0.514 0.816 1.442
beta4_pH[4,14,2] 0.819 0.268 0.434 0.781 1.349
beta4_pH[5,14,2] 0.649 0.534 0.084 0.477 1.983
beta4_pH[6,14,2] 1.861 1.602 0.238 1.357 6.455
beta4_pH[7,14,2] 1.097 0.618 0.349 0.936 2.487
beta4_pH[8,14,2] 0.772 0.436 0.229 0.673 1.731
beta4_pH[9,14,2] 0.934 0.549 0.276 0.787 2.205
beta4_pH[10,14,2] 0.721 0.275 0.345 0.676 1.291
beta4_pH[11,14,2] 0.682 0.244 0.351 0.636 1.189
beta4_pH[12,14,2] 0.934 0.378 0.439 0.857 1.722
beta4_pH[13,14,2] 0.745 0.268 0.379 0.691 1.288
beta4_pH[14,14,2] 1.030 0.342 0.560 0.972 1.703
beta4_pH[15,14,2] 0.913 0.271 0.537 0.870 1.438
beta4_pH[16,14,2] 0.905 0.359 0.419 0.837 1.659
beta4_pH[1,15,2] 0.687 0.281 0.305 0.641 1.276
beta4_pH[2,15,2] 0.864 0.213 0.544 0.846 1.267
beta4_pH[3,15,2] 0.950 0.269 0.529 0.914 1.483
beta4_pH[4,15,2] 0.807 0.267 0.431 0.770 1.344
beta4_pH[5,15,2] 0.680 0.549 0.084 0.511 1.986
beta4_pH[6,15,2] 1.860 1.586 0.243 1.373 6.413
beta4_pH[7,15,2] 1.114 0.621 0.351 0.956 2.487
beta4_pH[8,15,2] 0.759 0.426 0.224 0.670 1.721
beta4_pH[9,15,2] 0.938 0.544 0.276 0.794 2.183
beta4_pH[10,15,2] 0.732 0.276 0.348 0.695 1.287
beta4_pH[11,15,2] 0.699 0.249 0.353 0.656 1.195
beta4_pH[12,15,2] 0.941 0.376 0.437 0.858 1.717
beta4_pH[13,15,2] 0.766 0.270 0.382 0.727 1.297
beta4_pH[14,15,2] 1.029 0.335 0.559 0.985 1.690
beta4_pH[15,15,2] 0.923 0.266 0.541 0.883 1.440
beta4_pH[16,15,2] 0.901 0.364 0.419 0.826 1.651
beta4_pH[1,16,2] 0.698 0.288 0.307 0.649 1.290
beta4_pH[2,16,2] 0.863 0.217 0.546 0.837 1.263
beta4_pH[3,16,2] 0.936 0.269 0.523 0.904 1.471
beta4_pH[4,16,2] 0.817 0.270 0.428 0.779 1.351
beta4_pH[5,16,2] 0.656 0.531 0.085 0.491 1.980
beta4_pH[6,16,2] 1.821 1.555 0.233 1.372 6.364
beta4_pH[7,16,2] 1.107 0.623 0.349 0.955 2.491
beta4_pH[8,16,2] 0.761 0.429 0.226 0.662 1.712
beta4_pH[9,16,2] 0.945 0.549 0.275 0.799 2.206
beta4_pH[10,16,2] 0.728 0.281 0.346 0.684 1.295
beta4_pH[11,16,2] 0.680 0.243 0.349 0.644 1.185
beta4_pH[12,16,2] 0.919 0.377 0.436 0.834 1.727
beta4_pH[13,16,2] 0.756 0.268 0.382 0.711 1.295
beta4_pH[14,16,2] 1.027 0.335 0.562 0.979 1.708
beta4_pH[15,16,2] 0.903 0.269 0.535 0.857 1.441
beta4_pH[16,16,2] 0.897 0.359 0.419 0.827 1.660
beta4_pH[1,17,2] 0.678 0.278 0.308 0.629 1.269
beta4_pH[2,17,2] 0.858 0.215 0.544 0.836 1.261
beta4_pH[3,17,2] 0.932 0.270 0.521 0.894 1.472
beta4_pH[4,17,2] 0.804 0.269 0.432 0.761 1.350
beta4_pH[5,17,2] 0.671 0.542 0.086 0.507 1.985
beta4_pH[6,17,2] 1.858 1.560 0.237 1.383 6.275
beta4_pH[7,17,2] 1.109 0.608 0.344 0.966 2.469
beta4_pH[8,17,2] 0.757 0.428 0.226 0.662 1.708
beta4_pH[9,17,2] 0.930 0.548 0.277 0.773 2.193
beta4_pH[10,17,2] 0.722 0.277 0.343 0.671 1.284
beta4_pH[11,17,2] 0.683 0.242 0.350 0.637 1.182
beta4_pH[12,17,2] 0.924 0.377 0.440 0.834 1.735
beta4_pH[13,17,2] 0.746 0.267 0.380 0.702 1.297
beta4_pH[14,17,2] 1.042 0.340 0.565 0.990 1.700
beta4_pH[15,17,2] 0.901 0.263 0.538 0.857 1.430
beta4_pH[16,17,2] 0.890 0.358 0.423 0.812 1.644
beta4_pH[1,18,2] 0.688 0.280 0.307 0.640 1.282
beta4_pH[2,18,2] 0.855 0.214 0.546 0.831 1.259
beta4_pH[3,18,2] 0.908 0.268 0.518 0.861 1.470
beta4_pH[4,18,2] 0.816 0.272 0.432 0.777 1.348
beta4_pH[5,18,2] 0.676 0.557 0.083 0.497 2.015
beta4_pH[6,18,2] 1.838 1.582 0.231 1.358 6.374
beta4_pH[7,18,2] 1.100 0.623 0.348 0.943 2.499
beta4_pH[8,18,2] 0.766 0.433 0.226 0.670 1.724
beta4_pH[9,18,2] 0.933 0.542 0.275 0.799 2.149
beta4_pH[10,18,2] 0.722 0.282 0.342 0.667 1.293
beta4_pH[11,18,2] 0.687 0.243 0.352 0.641 1.183
beta4_pH[12,18,2] 0.940 0.385 0.438 0.854 1.737
beta4_pH[13,18,2] 0.738 0.265 0.378 0.689 1.287
beta4_pH[14,18,2] 1.016 0.333 0.562 0.960 1.701
beta4_pH[15,18,2] 0.919 0.271 0.540 0.876 1.450
beta4_pH[16,18,2] 0.899 0.366 0.420 0.811 1.660
beta4_pH[1,19,2] 0.692 0.286 0.306 0.641 1.284
beta4_pH[2,19,2] 0.859 0.214 0.544 0.830 1.262
beta4_pH[3,19,2] 0.910 0.265 0.519 0.867 1.461
beta4_pH[4,19,2] 0.815 0.270 0.434 0.771 1.349
beta4_pH[5,19,2] 0.661 0.546 0.084 0.492 1.986
beta4_pH[6,19,2] 1.840 1.578 0.234 1.378 6.465
beta4_pH[7,19,2] 1.107 0.618 0.345 0.948 2.506
beta4_pH[8,19,2] 0.769 0.436 0.226 0.658 1.742
beta4_pH[9,19,2] 0.919 0.542 0.277 0.773 2.189
beta4_pH[10,19,2] 0.727 0.270 0.346 0.688 1.287
beta4_pH[11,19,2] 0.683 0.245 0.354 0.634 1.193
beta4_pH[12,19,2] 0.929 0.377 0.440 0.841 1.724
beta4_pH[13,19,2] 0.747 0.264 0.380 0.703 1.294
beta4_pH[14,19,2] 1.019 0.333 0.562 0.960 1.684
beta4_pH[15,19,2] 0.923 0.269 0.536 0.886 1.440
beta4_pH[16,19,2] 0.901 0.358 0.420 0.828 1.657
beta4_pH[1,20,2] 0.693 0.291 0.305 0.641 1.275
beta4_pH[2,20,2] 0.856 0.215 0.546 0.831 1.260
beta4_pH[3,20,2] 0.910 0.275 0.513 0.866 1.472
beta4_pH[4,20,2] 0.814 0.269 0.433 0.770 1.352
beta4_pH[5,20,2] 0.647 0.541 0.086 0.466 1.987
beta4_pH[6,20,2] 1.874 1.610 0.231 1.398 6.446
beta4_pH[7,20,2] 1.116 0.624 0.350 0.958 2.496
beta4_pH[8,20,2] 0.777 0.429 0.229 0.685 1.722
beta4_pH[9,20,2] 0.936 0.542 0.276 0.807 2.183
beta4_pH[10,20,2] 0.727 0.278 0.345 0.684 1.285
beta4_pH[11,20,2] 0.675 0.243 0.352 0.629 1.185
beta4_pH[12,20,2] 0.923 0.376 0.437 0.831 1.720
beta4_pH[13,20,2] 0.740 0.267 0.381 0.690 1.289
beta4_pH[14,20,2] 1.028 0.336 0.563 0.968 1.708
beta4_pH[15,20,2] 0.911 0.270 0.537 0.863 1.444
beta4_pH[16,20,2] 0.890 0.359 0.419 0.816 1.654
beta4_pH[1,21,2] 0.691 0.282 0.307 0.645 1.283
beta4_pH[2,21,2] 0.860 0.213 0.543 0.837 1.258
beta4_pH[3,21,2] 0.929 0.270 0.522 0.885 1.475
beta4_pH[4,21,2] 0.811 0.272 0.430 0.770 1.343
beta4_pH[5,21,2] 0.658 0.539 0.085 0.495 1.990
beta4_pH[6,21,2] 1.841 1.595 0.240 1.348 6.446
beta4_pH[7,21,2] 1.073 0.606 0.346 0.923 2.469
beta4_pH[8,21,2] 0.760 0.429 0.227 0.668 1.717
beta4_pH[9,21,2] 0.921 0.549 0.272 0.778 2.185
beta4_pH[10,21,2] 0.719 0.274 0.345 0.676 1.283
beta4_pH[11,21,2] 0.685 0.245 0.352 0.646 1.182
beta4_pH[12,21,2] 0.938 0.382 0.437 0.858 1.737
beta4_pH[13,21,2] 0.742 0.266 0.380 0.687 1.282
beta4_pH[14,21,2] 1.026 0.331 0.561 0.979 1.695
beta4_pH[15,21,2] 0.900 0.269 0.536 0.852 1.444
beta4_pH[16,21,2] 0.903 0.362 0.418 0.837 1.651
beta4_pH[1,22,2] 0.696 0.289 0.305 0.651 1.289
beta4_pH[2,22,2] 0.848 0.213 0.544 0.818 1.263
beta4_pH[3,22,2] 0.863 0.250 0.516 0.822 1.436
beta4_pH[4,22,2] 0.832 0.268 0.436 0.801 1.340
beta4_pH[5,22,2] 0.683 0.555 0.086 0.511 2.007
beta4_pH[6,22,2] 1.857 1.574 0.241 1.388 6.444
beta4_pH[7,22,2] 1.084 0.617 0.346 0.909 2.503
beta4_pH[8,22,2] 0.766 0.427 0.230 0.671 1.736
beta4_pH[9,22,2] 0.922 0.538 0.269 0.781 2.184
beta4_pH[10,22,2] 0.724 0.276 0.345 0.678 1.276
beta4_pH[11,22,2] 0.678 0.240 0.352 0.635 1.187
beta4_pH[12,22,2] 0.925 0.383 0.436 0.836 1.740
beta4_pH[13,22,2] 0.747 0.266 0.378 0.709 1.285
beta4_pH[14,22,2] 1.038 0.338 0.560 0.995 1.707
beta4_pH[15,22,2] 0.914 0.266 0.536 0.870 1.439
beta4_pH[16,22,2] 0.899 0.358 0.419 0.826 1.638
beta4_pH[1,23,2] 0.695 0.283 0.308 0.649 1.283
beta4_pH[2,23,2] 0.861 0.218 0.544 0.834 1.264
beta4_pH[3,23,2] 0.967 0.264 0.536 0.937 1.476
beta4_pH[4,23,2] 0.818 0.269 0.430 0.786 1.355
beta4_pH[5,23,2] 0.639 0.531 0.084 0.472 1.955
beta4_pH[6,23,2] 1.893 1.573 0.250 1.407 6.454
beta4_pH[7,23,2] 1.090 0.619 0.345 0.921 2.477
beta4_pH[8,23,2] 0.768 0.435 0.225 0.675 1.719
beta4_pH[9,23,2] 0.934 0.545 0.278 0.795 2.186
beta4_pH[10,23,2] 0.717 0.275 0.346 0.665 1.288
beta4_pH[11,23,2] 0.683 0.244 0.352 0.635 1.190
beta4_pH[12,23,2] 0.936 0.376 0.439 0.860 1.723
beta4_pH[13,23,2] 0.738 0.264 0.379 0.688 1.285
beta4_pH[14,23,2] 1.031 0.337 0.560 0.977 1.703
beta4_pH[15,23,2] 0.916 0.267 0.538 0.875 1.437
beta4_pH[16,23,2] 0.869 0.354 0.420 0.784 1.647
beta4_pH[1,24,2] 0.696 0.284 0.309 0.646 1.289
beta4_pH[2,24,2] 0.857 0.214 0.545 0.829 1.258
beta4_pH[3,24,2] 0.907 0.263 0.520 0.863 1.452
beta4_pH[4,24,2] 0.824 0.272 0.431 0.780 1.357
beta4_pH[5,24,2] 0.656 0.533 0.084 0.493 1.963
beta4_pH[6,24,2] 1.853 1.617 0.241 1.364 6.590
beta4_pH[7,24,2] 1.103 0.610 0.350 0.954 2.489
beta4_pH[8,24,2] 0.779 0.440 0.229 0.681 1.744
beta4_pH[9,24,2] 0.920 0.536 0.277 0.787 2.189
beta4_pH[10,24,2] 0.722 0.274 0.348 0.673 1.282
beta4_pH[11,24,2] 0.681 0.246 0.350 0.631 1.187
beta4_pH[12,24,2] 0.937 0.380 0.442 0.846 1.731
beta4_pH[13,24,2] 0.748 0.269 0.384 0.694 1.296
beta4_pH[14,24,2] 1.042 0.336 0.561 0.986 1.699
beta4_pH[15,24,2] 0.928 0.270 0.536 0.888 1.443
beta4_pH[16,24,2] 0.900 0.356 0.424 0.822 1.642
beta4_pH[1,25,2] 0.696 0.284 0.307 0.648 1.285
beta4_pH[2,25,2] 0.854 0.213 0.545 0.830 1.263
beta4_pH[3,25,2] 0.975 0.264 0.540 0.949 1.476
beta4_pH[4,25,2] 0.812 0.271 0.430 0.774 1.348
beta4_pH[5,25,2] 0.643 0.534 0.084 0.468 1.992
beta4_pH[6,25,2] 1.911 1.623 0.235 1.422 6.519
beta4_pH[7,25,2] 1.096 0.614 0.347 0.950 2.491
beta4_pH[8,25,2] 0.759 0.435 0.225 0.661 1.732
beta4_pH[9,25,2] 0.941 0.545 0.278 0.810 2.190
beta4_pH[10,25,2] 0.722 0.279 0.344 0.679 1.303
beta4_pH[11,25,2] 0.677 0.247 0.349 0.627 1.190
beta4_pH[12,25,2] 0.914 0.371 0.436 0.825 1.704
beta4_pH[13,25,2] 0.760 0.272 0.381 0.713 1.304
beta4_pH[14,25,2] 1.047 0.342 0.561 1.001 1.711
beta4_pH[15,25,2] 0.909 0.269 0.536 0.869 1.440
beta4_pH[16,25,2] 0.901 0.356 0.424 0.828 1.658
beta4_pH[1,26,2] 0.689 0.279 0.305 0.640 1.283
beta4_pH[2,26,2] 0.857 0.213 0.543 0.837 1.256
beta4_pH[3,26,2] 0.919 0.262 0.522 0.885 1.458
beta4_pH[4,26,2] 0.798 0.271 0.431 0.745 1.347
beta4_pH[5,26,2] 0.652 0.543 0.083 0.474 1.966
beta4_pH[6,26,2] 1.876 1.608 0.242 1.395 6.549
beta4_pH[7,26,2] 1.106 0.617 0.346 0.955 2.489
beta4_pH[8,26,2] 0.780 0.436 0.227 0.689 1.746
beta4_pH[9,26,2] 0.920 0.538 0.273 0.782 2.199
beta4_pH[10,26,2] 0.730 0.279 0.347 0.682 1.298
beta4_pH[11,26,2] 0.694 0.246 0.351 0.657 1.181
beta4_pH[12,26,2] 0.930 0.374 0.437 0.857 1.727
beta4_pH[13,26,2] 0.756 0.268 0.381 0.713 1.292
beta4_pH[14,26,2] 1.043 0.344 0.562 0.989 1.708
beta4_pH[15,26,2] 0.928 0.266 0.544 0.900 1.441
beta4_pH[16,26,2] 0.917 0.360 0.424 0.865 1.645
beta4_pH[1,27,2] 0.690 0.285 0.306 0.640 1.284
beta4_pH[2,27,2] 0.861 0.214 0.546 0.836 1.263
beta4_pH[3,27,2] 0.965 0.266 0.528 0.941 1.482
beta4_pH[4,27,2] 0.806 0.267 0.431 0.771 1.342
beta4_pH[5,27,2] 0.646 0.524 0.086 0.490 1.970
beta4_pH[6,27,2] 1.885 1.589 0.236 1.404 6.356
beta4_pH[7,27,2] 1.095 0.614 0.352 0.943 2.490
beta4_pH[8,27,2] 0.752 0.431 0.226 0.641 1.733
beta4_pH[9,27,2] 0.939 0.551 0.272 0.785 2.200
beta4_pH[10,27,2] 0.721 0.279 0.345 0.672 1.289
beta4_pH[11,27,2] 0.698 0.248 0.351 0.661 1.192
beta4_pH[12,27,2] 0.938 0.377 0.442 0.851 1.719
beta4_pH[13,27,2] 0.758 0.265 0.380 0.718 1.288
beta4_pH[14,27,2] 1.044 0.341 0.562 0.996 1.709
beta4_pH[15,27,2] 0.935 0.268 0.543 0.905 1.446
beta4_pH[16,27,2] 0.905 0.360 0.419 0.838 1.641
beta4_pH[1,28,2] 0.695 0.284 0.304 0.646 1.280
beta4_pH[2,28,2] 0.865 0.213 0.545 0.842 1.266
beta4_pH[3,28,2] 0.823 0.252 0.509 0.767 1.449
beta4_pH[4,28,2] 0.809 0.270 0.430 0.774 1.350
beta4_pH[5,28,2] 0.645 0.547 0.085 0.463 1.997
beta4_pH[6,28,2] 1.860 1.570 0.240 1.401 6.415
beta4_pH[7,28,2] 1.094 0.612 0.345 0.938 2.479
beta4_pH[8,28,2] 0.749 0.429 0.226 0.638 1.718
beta4_pH[9,28,2] 0.914 0.539 0.272 0.773 2.184
beta4_pH[10,28,2] 0.729 0.275 0.344 0.692 1.280
beta4_pH[11,28,2] 0.695 0.241 0.355 0.659 1.187
beta4_pH[12,28,2] 0.928 0.372 0.438 0.857 1.727
beta4_pH[13,28,2] 0.735 0.261 0.381 0.685 1.280
beta4_pH[14,28,2] 1.041 0.339 0.562 0.992 1.704
beta4_pH[15,28,2] 0.902 0.265 0.538 0.854 1.444
beta4_pH[16,28,2] 0.891 0.365 0.419 0.809 1.655
beta4_pH[1,29,2] 0.696 0.285 0.307 0.650 1.287
beta4_pH[2,29,2] 0.857 0.214 0.544 0.829 1.263
beta4_pH[3,29,2] 0.942 0.267 0.528 0.913 1.471
beta4_pH[4,29,2] 0.796 0.268 0.429 0.749 1.342
beta4_pH[5,29,2] 0.641 0.535 0.085 0.465 1.969
beta4_pH[6,29,2] 1.890 1.630 0.241 1.390 6.635
beta4_pH[7,29,2] 1.103 0.611 0.350 0.951 2.493
beta4_pH[8,29,2] 0.767 0.434 0.229 0.667 1.732
beta4_pH[9,29,2] 0.926 0.542 0.276 0.783 2.188
beta4_pH[10,29,2] 0.732 0.279 0.346 0.693 1.299
beta4_pH[11,29,2] 0.694 0.245 0.353 0.658 1.187
beta4_pH[12,29,2] 0.927 0.380 0.438 0.833 1.733
beta4_pH[13,29,2] 0.748 0.267 0.378 0.706 1.294
beta4_pH[14,29,2] 1.033 0.335 0.560 0.990 1.700
beta4_pH[15,29,2] 0.921 0.267 0.538 0.886 1.437
beta4_pH[16,29,2] 0.895 0.357 0.421 0.830 1.650
beta4_pH[1,30,2] 0.687 0.283 0.304 0.638 1.283
beta4_pH[2,30,2] 0.860 0.213 0.547 0.835 1.268
beta4_pH[3,30,2] 0.908 0.259 0.522 0.869 1.460
beta4_pH[4,30,2] 0.798 0.265 0.434 0.751 1.327
beta4_pH[5,30,2] 0.650 0.541 0.084 0.472 1.962
beta4_pH[6,30,2] 1.780 1.548 0.237 1.331 6.361
beta4_pH[7,30,2] 1.122 0.625 0.346 0.970 2.506
beta4_pH[8,30,2] 0.753 0.428 0.226 0.664 1.739
beta4_pH[9,30,2] 0.916 0.537 0.274 0.778 2.187
beta4_pH[10,30,2] 0.722 0.278 0.344 0.671 1.297
beta4_pH[11,30,2] 0.677 0.242 0.351 0.632 1.181
beta4_pH[12,30,2] 0.921 0.376 0.434 0.833 1.716
beta4_pH[13,30,2] 0.755 0.270 0.380 0.717 1.296
beta4_pH[14,30,2] 1.027 0.332 0.560 0.977 1.690
beta4_pH[15,30,2] 0.912 0.269 0.534 0.869 1.439
beta4_pH[16,30,2] 0.888 0.360 0.417 0.803 1.648
beta4_pH[1,31,2] 0.699 0.285 0.305 0.651 1.281
beta4_pH[2,31,2] 0.852 0.218 0.543 0.825 1.264
beta4_pH[3,31,2] 0.886 0.261 0.515 0.840 1.446
beta4_pH[4,31,2] 0.799 0.268 0.431 0.758 1.348
beta4_pH[5,31,2] 0.646 0.533 0.086 0.474 1.966
beta4_pH[6,31,2] 1.843 1.597 0.240 1.382 6.504
beta4_pH[7,31,2] 1.081 0.604 0.349 0.944 2.503
beta4_pH[8,31,2] 0.767 0.431 0.226 0.679 1.723
beta4_pH[9,31,2] 0.911 0.529 0.273 0.772 2.181
beta4_pH[10,31,2] 0.725 0.280 0.345 0.677 1.281
beta4_pH[11,31,2] 0.671 0.241 0.350 0.622 1.182
beta4_pH[12,31,2] 0.926 0.380 0.435 0.835 1.739
beta4_pH[13,31,2] 0.713 0.259 0.377 0.665 1.278
beta4_pH[14,31,2] 1.050 0.337 0.569 0.997 1.708
beta4_pH[15,31,2] 0.907 0.265 0.538 0.865 1.442
beta4_pH[16,31,2] 0.871 0.356 0.416 0.792 1.641
beta4_pH[1,32,2] 0.683 0.286 0.304 0.629 1.283
beta4_pH[2,32,2] 0.851 0.216 0.543 0.818 1.269
beta4_pH[3,32,2] 0.903 0.269 0.517 0.858 1.463
beta4_pH[4,32,2] 0.806 0.269 0.429 0.763 1.348
beta4_pH[5,32,2] 0.635 0.529 0.086 0.460 1.953
beta4_pH[6,32,2] 1.842 1.578 0.240 1.377 6.441
beta4_pH[7,32,2] 1.093 0.618 0.346 0.938 2.516
beta4_pH[8,32,2] 0.776 0.433 0.230 0.675 1.724
beta4_pH[9,32,2] 0.919 0.539 0.277 0.764 2.162
beta4_pH[10,32,2] 0.721 0.275 0.346 0.670 1.290
beta4_pH[11,32,2] 0.671 0.237 0.350 0.626 1.186
beta4_pH[12,32,2] 0.920 0.374 0.438 0.843 1.723
beta4_pH[13,32,2] 0.745 0.263 0.381 0.699 1.293
beta4_pH[14,32,2] 1.029 0.335 0.563 0.970 1.700
beta4_pH[15,32,2] 0.890 0.258 0.539 0.847 1.427
beta4_pH[16,32,2] 0.893 0.367 0.417 0.810 1.660
beta4_pH[1,33,2] 0.689 0.282 0.307 0.642 1.273
beta4_pH[2,33,2] 0.843 0.214 0.543 0.810 1.257
beta4_pH[3,33,2] 0.879 0.264 0.512 0.833 1.453
beta4_pH[4,33,2] 0.814 0.269 0.430 0.775 1.342
beta4_pH[5,33,2] 0.651 0.543 0.085 0.475 1.988
beta4_pH[6,33,2] 1.837 1.557 0.242 1.395 6.337
beta4_pH[7,33,2] 1.111 0.627 0.345 0.939 2.508
beta4_pH[8,33,2] 0.749 0.419 0.226 0.658 1.711
beta4_pH[9,33,2] 0.942 0.542 0.275 0.805 2.172
beta4_pH[10,33,2] 0.718 0.272 0.346 0.666 1.272
beta4_pH[11,33,2] 0.678 0.241 0.353 0.635 1.184
beta4_pH[12,33,2] 0.919 0.373 0.439 0.834 1.713
beta4_pH[13,33,2] 0.725 0.268 0.377 0.668 1.283
beta4_pH[14,33,2] 1.038 0.335 0.567 0.980 1.697
beta4_pH[15,33,2] 0.892 0.263 0.537 0.854 1.427
beta4_pH[16,33,2] 0.883 0.359 0.423 0.802 1.664
beta4_pH[1,34,2] 0.695 0.284 0.309 0.646 1.284
beta4_pH[2,34,2] 0.842 0.212 0.544 0.806 1.252
beta4_pH[3,34,2] 0.880 0.271 0.514 0.829 1.470
beta4_pH[4,34,2] 0.807 0.273 0.429 0.764 1.343
beta4_pH[5,34,2] 0.650 0.541 0.084 0.480 2.002
beta4_pH[6,34,2] 1.866 1.625 0.234 1.398 6.584
beta4_pH[7,34,2] 1.115 0.617 0.348 0.981 2.484
beta4_pH[8,34,2] 0.754 0.420 0.224 0.668 1.710
beta4_pH[9,34,2] 0.914 0.541 0.275 0.770 2.173
beta4_pH[10,34,2] 0.726 0.278 0.350 0.682 1.295
beta4_pH[11,34,2] 0.671 0.243 0.349 0.625 1.190
beta4_pH[12,34,2] 0.927 0.378 0.439 0.832 1.724
beta4_pH[13,34,2] 0.738 0.262 0.381 0.693 1.282
beta4_pH[14,34,2] 1.030 0.342 0.558 0.971 1.706
beta4_pH[15,34,2] 0.887 0.260 0.535 0.837 1.441
beta4_pH[16,34,2] 0.871 0.365 0.416 0.783 1.656
beta4_pH[1,35,2] 0.413 0.142 0.199 0.389 0.750
beta4_pH[2,35,2] 0.781 0.087 0.625 0.777 0.966
beta4_pH[3,35,2] 1.029 0.170 0.741 1.013 1.401
beta4_pH[4,35,2] 0.588 0.220 0.274 0.547 1.131
beta4_pH[5,35,2] 0.126 0.095 0.027 0.099 0.364
beta4_pH[6,35,2] 0.778 0.713 0.137 0.576 2.553
beta4_pH[7,35,2] 2.315 1.896 0.418 1.755 7.462
beta4_pH[8,35,2] 0.523 0.261 0.186 0.465 1.166
beta4_pH[9,35,2] 0.609 0.575 0.101 0.449 2.087
beta4_pH[10,35,2] 0.628 0.135 0.406 0.614 0.934
beta4_pH[11,35,2] 0.750 0.195 0.442 0.731 1.188
beta4_pH[12,35,2] 1.401 0.917 0.364 1.176 3.743
beta4_pH[13,35,2] 0.720 0.105 0.534 0.715 0.946
beta4_pH[14,35,2] 0.804 0.271 0.409 0.760 1.456
beta4_pH[15,35,2] 0.880 0.118 0.672 0.874 1.134
beta4_pH[16,35,2] 0.585 0.258 0.237 0.537 1.207
beta4_pH[1,36,2] 0.912 0.198 0.582 0.889 1.346
beta4_pH[2,36,2] 0.862 0.113 0.664 0.853 1.099
beta4_pH[3,36,2] 0.883 0.151 0.623 0.870 1.225
beta4_pH[4,36,2] 0.765 0.240 0.402 0.728 1.334
beta4_pH[5,36,2] 0.645 0.751 0.068 0.418 2.565
beta4_pH[6,36,2] 5.826 4.257 0.778 4.645 16.589
beta4_pH[7,36,2] 1.148 0.650 0.352 1.006 2.787
beta4_pH[8,36,2] 0.930 0.398 0.385 0.851 1.880
beta4_pH[9,36,2] 0.548 0.418 0.127 0.438 1.640
beta4_pH[10,36,2] 0.457 0.124 0.258 0.442 0.753
beta4_pH[11,36,2] 0.551 0.108 0.368 0.544 0.790
beta4_pH[12,36,2] 0.845 0.449 0.284 0.746 1.982
beta4_pH[13,36,2] 0.787 0.123 0.570 0.777 1.047
beta4_pH[14,36,2] 1.188 0.443 0.556 1.104 2.305
beta4_pH[15,36,2] 0.961 0.139 0.720 0.950 1.270
beta4_pH[16,36,2] 1.004 0.395 0.455 0.935 1.984
beta4_pH[1,37,2] 0.760 0.177 0.478 0.740 1.160
beta4_pH[2,37,2] 0.771 0.086 0.618 0.767 0.955
beta4_pH[3,37,2] 0.912 0.131 0.680 0.903 1.195
beta4_pH[4,37,2] 0.746 0.230 0.411 0.707 1.288
beta4_pH[5,37,2] 1.038 1.152 0.115 0.683 4.135
beta4_pH[6,37,2] 2.091 2.088 0.245 1.437 7.988
beta4_pH[7,37,2] 1.235 0.834 0.320 1.031 3.477
beta4_pH[8,37,2] 0.967 0.406 0.406 0.889 1.957
beta4_pH[9,37,2] 1.876 1.995 0.218 1.224 7.456
beta4_pH[10,37,2] 0.770 0.154 0.510 0.758 1.103
beta4_pH[11,37,2] 0.831 0.172 0.547 0.815 1.218
beta4_pH[12,37,2] 0.805 0.558 0.195 0.674 2.154
beta4_pH[13,37,2] 0.621 0.093 0.464 0.611 0.819
beta4_pH[14,37,2] 0.992 0.343 0.474 0.935 1.825
beta4_pH[15,37,2] 0.701 0.105 0.514 0.691 0.930
beta4_pH[16,37,2] 0.611 0.184 0.319 0.589 1.028
beta4_pH[1,38,2] 0.741 0.159 0.479 0.726 1.082
beta4_pH[2,38,2] 0.711 0.082 0.564 0.707 0.883
beta4_pH[3,38,2] 0.890 0.156 0.630 0.874 1.239
beta4_pH[4,38,2] 0.908 0.253 0.511 0.881 1.518
beta4_pH[5,38,2] 0.517 0.403 0.101 0.402 1.566
beta4_pH[6,38,2] 1.722 1.992 0.141 1.063 7.091
beta4_pH[7,38,2] 0.501 0.299 0.152 0.430 1.275
beta4_pH[8,38,2] 0.764 0.301 0.341 0.708 1.514
beta4_pH[9,38,2] 1.575 1.089 0.380 1.289 4.439
beta4_pH[10,38,2] 0.723 0.159 0.462 0.706 1.087
beta4_pH[11,38,2] 0.531 0.136 0.319 0.514 0.848
beta4_pH[12,38,2] 0.778 0.505 0.204 0.655 2.132
beta4_pH[13,38,2] 0.907 0.183 0.595 0.891 1.316
beta4_pH[14,38,2] 1.117 0.443 0.506 1.037 2.192
beta4_pH[15,38,2] 0.847 0.096 0.673 0.840 1.050
beta4_pH[16,38,2] 0.841 0.338 0.363 0.790 1.634
beta4_pH[1,39,2] 0.698 0.143 0.461 0.682 1.017
beta4_pH[2,39,2] 0.865 0.103 0.678 0.858 1.079
beta4_pH[3,39,2] 0.842 0.119 0.635 0.831 1.106
beta4_pH[4,39,2] 0.843 0.285 0.415 0.798 1.520
beta4_pH[5,39,2] 1.087 1.161 0.125 0.732 4.144
beta4_pH[6,39,2] 0.459 0.587 0.037 0.265 2.009
beta4_pH[7,39,2] 1.830 1.586 0.308 1.379 5.945
beta4_pH[8,39,2] 1.394 0.785 0.441 1.230 3.447
beta4_pH[9,39,2] 2.027 1.640 0.402 1.540 6.546
beta4_pH[10,39,2] 0.755 0.213 0.423 0.729 1.255
beta4_pH[11,39,2] 0.683 0.174 0.408 0.663 1.095
beta4_pH[12,39,2] 0.782 0.453 0.241 0.688 1.928
beta4_pH[13,39,2] 0.720 0.120 0.504 0.710 0.980
beta4_pH[14,39,2] 0.943 0.355 0.430 0.888 1.796
beta4_pH[15,39,2] 0.998 0.106 0.809 0.992 1.220
beta4_pH[16,39,2] 0.864 0.347 0.372 0.798 1.681
beta4_pH[1,40,2] 0.772 0.131 0.543 0.763 1.055
beta4_pH[2,40,2] 0.760 0.085 0.607 0.755 0.938
beta4_pH[3,40,2] 0.932 0.144 0.678 0.922 1.249
beta4_pH[4,40,2] 0.889 0.214 0.544 0.861 1.379
beta4_pH[5,40,2] 0.317 0.223 0.075 0.261 0.911
beta4_pH[6,40,2] 1.982 2.083 0.211 1.306 7.629
beta4_pH[7,40,2] 1.512 1.316 0.254 1.148 5.025
beta4_pH[8,40,2] 0.354 0.280 0.072 0.277 1.066
beta4_pH[9,40,2] 0.531 0.515 0.075 0.371 1.979
beta4_pH[10,40,2] 0.908 0.247 0.515 0.878 1.494
beta4_pH[11,40,2] 0.460 0.111 0.278 0.445 0.711
beta4_pH[12,40,2] 0.644 0.379 0.195 0.557 1.602
beta4_pH[13,40,2] 0.787 0.123 0.571 0.780 1.049
beta4_pH[14,40,2] 0.744 0.260 0.374 0.700 1.371
beta4_pH[15,40,2] 0.839 0.096 0.666 0.832 1.039
beta4_pH[16,40,2] 1.209 0.515 0.520 1.099 2.489
beta4_pH[1,41,2] 0.611 0.134 0.389 0.598 0.908
beta4_pH[2,41,2] 0.791 0.106 0.603 0.784 1.019
beta4_pH[3,41,2] 0.885 0.143 0.635 0.869 1.194
beta4_pH[4,41,2] 0.880 0.397 0.348 0.800 1.866
beta4_pH[5,41,2] 1.425 0.824 0.435 1.238 3.560
beta4_pH[6,41,2] 3.014 3.055 0.301 1.977 12.198
beta4_pH[7,41,2] 0.825 0.480 0.246 0.713 2.137
beta4_pH[8,41,2] 1.205 0.738 0.360 1.035 3.170
beta4_pH[9,41,2] 0.530 0.597 0.059 0.341 2.151
beta4_pH[10,41,2] 0.779 0.171 0.499 0.762 1.157
beta4_pH[11,41,2] 0.847 0.232 0.479 0.818 1.398
beta4_pH[12,41,2] 0.954 0.453 0.360 0.858 2.014
beta4_pH[13,41,2] 0.697 0.110 0.507 0.689 0.937
beta4_pH[14,41,2] 1.112 0.344 0.577 1.060 1.913
beta4_pH[15,41,2] 0.784 0.098 0.608 0.779 0.984
beta4_pH[16,41,2] 0.965 0.451 0.375 0.864 2.148
beta4_pH[1,42,2] 0.669 0.138 0.429 0.659 0.968
beta4_pH[2,42,2] 0.785 0.096 0.609 0.779 0.992
beta4_pH[3,42,2] 0.798 0.149 0.549 0.784 1.125
beta4_pH[4,42,2] 0.979 0.316 0.503 0.934 1.705
beta4_pH[5,42,2] 1.437 1.554 0.166 0.941 5.738
beta4_pH[6,42,2] 0.319 0.262 0.061 0.246 1.061
beta4_pH[7,42,2] 0.978 0.603 0.274 0.824 2.562
beta4_pH[8,42,2] 0.774 0.338 0.314 0.717 1.600
beta4_pH[9,42,2] 0.780 0.567 0.168 0.630 2.240
beta4_pH[10,42,2] 0.912 0.201 0.567 0.896 1.341
beta4_pH[11,42,2] 0.644 0.142 0.407 0.630 0.961
beta4_pH[12,42,2] 0.836 0.388 0.318 0.746 1.780
beta4_pH[13,42,2] 0.513 0.160 0.267 0.489 0.880
beta4_pH[14,42,2] 0.905 0.314 0.441 0.857 1.617
beta4_pH[15,42,2] 0.923 0.092 0.757 0.917 1.120
beta4_pH[16,42,2] 0.584 0.205 0.292 0.550 1.077
beta4_pH[1,43,2] 0.791 0.194 0.482 0.765 1.240
beta4_pH[2,43,2] 0.752 0.081 0.606 0.748 0.929
beta4_pH[3,43,2] 0.661 0.093 0.497 0.655 0.859
beta4_pH[4,43,2] 0.840 0.277 0.421 0.798 1.462
beta4_pH[5,43,2] 1.580 0.763 0.607 1.434 3.442
beta4_pH[6,43,2] 1.136 0.968 0.220 0.886 3.465
beta4_pH[7,43,2] 0.717 0.576 0.131 0.554 2.287
beta4_pH[8,43,2] 0.617 0.273 0.251 0.562 1.295
beta4_pH[9,43,2] 1.126 1.077 0.168 0.808 3.882
beta4_pH[10,43,2] 0.682 0.143 0.442 0.670 0.994
beta4_pH[11,43,2] 0.645 0.135 0.415 0.631 0.944
beta4_pH[12,43,2] 0.769 0.380 0.275 0.687 1.721
beta4_pH[13,43,2] 0.587 0.119 0.385 0.576 0.853
beta4_pH[14,43,2] 1.099 0.345 0.574 1.053 1.914
beta4_pH[15,43,2] 0.846 0.099 0.672 0.841 1.061
beta4_pH[16,43,2] 1.250 0.468 0.574 1.181 2.379
beta4_pH[1,44,2] 0.601 0.165 0.346 0.577 0.976
beta4_pH[2,44,2] 0.705 0.079 0.563 0.701 0.874
beta4_pH[3,44,2] 0.630 0.100 0.460 0.621 0.852
beta4_pH[4,44,2] 0.834 0.209 0.498 0.810 1.310
beta4_pH[5,44,2] 1.219 0.593 0.438 1.096 2.638
beta4_pH[6,44,2] 1.287 1.573 0.130 0.790 5.554
beta4_pH[7,44,2] 1.164 0.625 0.371 1.027 2.800
beta4_pH[8,44,2] 0.434 0.281 0.115 0.361 1.187
beta4_pH[9,44,2] 1.007 0.951 0.152 0.721 3.521
beta4_pH[10,44,2] 0.628 0.157 0.385 0.608 0.980
beta4_pH[11,44,2] 0.359 0.123 0.174 0.338 0.656
beta4_pH[12,44,2] 0.590 0.304 0.200 0.518 1.363
beta4_pH[13,44,2] 0.533 0.096 0.370 0.526 0.741
beta4_pH[14,44,2] 0.678 0.170 0.406 0.659 1.070
beta4_pH[15,44,2] 0.648 0.086 0.499 0.643 0.825
beta4_pH[16,44,2] 0.430 0.183 0.176 0.393 0.885
beta4_pH[1,45,2] 0.792 0.189 0.480 0.770 1.223
beta4_pH[2,45,2] 0.708 0.087 0.552 0.703 0.894
beta4_pH[3,45,2] 0.756 0.135 0.520 0.747 1.049
beta4_pH[4,45,2] 0.755 0.190 0.457 0.732 1.182
beta4_pH[5,45,2] 1.027 1.244 0.098 0.655 4.330
beta4_pH[6,45,2] 1.178 1.129 0.177 0.830 4.099
beta4_pH[7,45,2] 0.684 0.544 0.133 0.539 2.160
beta4_pH[8,45,2] 1.191 0.525 0.480 1.089 2.478
beta4_pH[9,45,2] 0.105 0.120 0.012 0.069 0.416
beta4_pH[10,45,2] 0.844 0.202 0.531 0.820 1.309
beta4_pH[11,45,2] 0.470 0.102 0.303 0.459 0.700
beta4_pH[12,45,2] 0.753 0.325 0.299 0.694 1.531
beta4_pH[13,45,2] 0.458 0.075 0.328 0.451 0.616
beta4_pH[14,45,2] 0.758 0.184 0.461 0.740 1.180
beta4_pH[15,45,2] 0.506 0.071 0.387 0.498 0.662
beta4_pH[16,45,2] 0.258 0.146 0.074 0.225 0.636
beta4_pH[1,46,2] 0.797 0.163 0.523 0.782 1.155
beta4_pH[2,46,2] 0.674 0.096 0.505 0.668 0.873
beta4_pH[3,46,2] 0.775 0.115 0.580 0.765 1.025
beta4_pH[4,46,2] 0.866 0.325 0.398 0.813 1.632
beta4_pH[5,46,2] 1.104 0.593 0.354 0.962 2.677
beta4_pH[6,46,2] 1.483 1.793 0.128 0.904 6.331
beta4_pH[7,46,2] 1.648 1.149 0.353 1.349 4.677
beta4_pH[8,46,2] 1.029 0.491 0.384 0.927 2.269
beta4_pH[9,46,2] 1.607 1.527 0.244 1.143 5.770
beta4_pH[10,46,2] 0.665 0.177 0.388 0.645 1.076
beta4_pH[11,46,2] 0.665 0.138 0.433 0.652 0.968
beta4_pH[12,46,2] 1.001 0.389 0.387 0.953 1.869
beta4_pH[13,46,2] 0.590 0.172 0.319 0.570 0.987
beta4_pH[14,46,2] 0.908 0.264 0.469 0.883 1.486
beta4_pH[15,46,2] 0.606 0.071 0.481 0.600 0.764
beta4_pH[16,46,2] 0.561 0.208 0.251 0.529 1.054
beta4_pH[1,47,2] 0.626 0.143 0.391 0.613 0.955
beta4_pH[2,47,2] 0.761 0.112 0.567 0.752 1.005
beta4_pH[3,47,2] 0.769 0.118 0.563 0.762 1.017
beta4_pH[4,47,2] 0.548 0.225 0.242 0.505 1.078
beta4_pH[5,47,2] 0.114 0.087 0.025 0.091 0.353
beta4_pH[6,47,2] 0.185 0.135 0.044 0.151 0.533
beta4_pH[7,47,2] 0.475 0.415 0.084 0.354 1.649
beta4_pH[8,47,2] 0.910 0.617 0.236 0.748 2.534
beta4_pH[9,47,2] 0.482 0.625 0.038 0.292 1.986
beta4_pH[10,47,2] 0.851 0.276 0.442 0.802 1.506
beta4_pH[11,47,2] 0.575 0.111 0.387 0.564 0.811
beta4_pH[12,47,2] 1.145 0.420 0.447 1.108 1.996
beta4_pH[13,47,2] 0.674 0.113 0.483 0.665 0.923
beta4_pH[14,47,2] 0.849 0.294 0.396 0.801 1.516
beta4_pH[15,47,2] 0.693 0.110 0.501 0.682 0.926
beta4_pH[16,47,2] 0.667 0.207 0.326 0.648 1.130
beta4_pH[1,1,3] 0.689 0.284 0.306 0.637 1.281
beta4_pH[2,1,3] 0.853 0.215 0.544 0.826 1.262
beta4_pH[3,1,3] 0.905 0.267 0.515 0.869 1.470
beta4_pH[4,1,3] 0.805 0.266 0.432 0.766 1.343
beta4_pH[5,1,3] 0.659 0.545 0.085 0.484 1.968
beta4_pH[6,1,3] 1.891 1.607 0.240 1.407 6.520
beta4_pH[7,1,3] 1.109 0.627 0.349 0.941 2.498
beta4_pH[8,1,3] 0.754 0.423 0.229 0.665 1.702
beta4_pH[9,1,3] 0.921 0.542 0.276 0.782 2.191
beta4_pH[10,1,3] 0.719 0.275 0.344 0.681 1.294
beta4_pH[11,1,3] 0.681 0.240 0.353 0.643 1.183
beta4_pH[12,1,3] 0.935 0.386 0.439 0.846 1.734
beta4_pH[13,1,3] 0.742 0.270 0.378 0.694 1.290
beta4_pH[14,1,3] 1.021 0.339 0.561 0.963 1.699
beta4_pH[15,1,3] 0.916 0.269 0.537 0.871 1.441
beta4_pH[16,1,3] 0.898 0.359 0.418 0.829 1.648
beta4_pH[1,2,3] 0.689 0.288 0.306 0.633 1.287
beta4_pH[2,2,3] 0.851 0.210 0.545 0.822 1.261
beta4_pH[3,2,3] 0.906 0.272 0.519 0.857 1.467
beta4_pH[4,2,3] 0.804 0.265 0.429 0.762 1.330
beta4_pH[5,2,3] 0.677 0.551 0.087 0.509 2.023
beta4_pH[6,2,3] 1.849 1.557 0.242 1.409 6.349
beta4_pH[7,2,3] 1.092 0.609 0.349 0.938 2.507
beta4_pH[8,2,3] 0.782 0.435 0.229 0.696 1.739
beta4_pH[9,2,3] 0.913 0.533 0.277 0.769 2.165
beta4_pH[10,2,3] 0.721 0.274 0.347 0.675 1.287
beta4_pH[11,2,3] 0.683 0.246 0.351 0.638 1.192
beta4_pH[12,2,3] 0.931 0.372 0.437 0.849 1.713
beta4_pH[13,2,3] 0.734 0.266 0.381 0.683 1.297
beta4_pH[14,2,3] 1.035 0.341 0.559 0.976 1.711
beta4_pH[15,2,3] 0.912 0.270 0.533 0.875 1.440
beta4_pH[16,2,3] 0.904 0.361 0.421 0.837 1.660
beta4_pH[1,3,3] 0.685 0.285 0.305 0.630 1.275
beta4_pH[2,3,3] 0.852 0.218 0.543 0.819 1.261
beta4_pH[3,3,3] 0.906 0.272 0.518 0.861 1.477
beta4_pH[4,3,3] 0.814 0.265 0.433 0.777 1.345
beta4_pH[5,3,3] 0.645 0.530 0.084 0.484 1.966
beta4_pH[6,3,3] 1.859 1.604 0.235 1.364 6.534
beta4_pH[7,3,3] 1.106 0.627 0.351 0.944 2.508
beta4_pH[8,3,3] 0.765 0.433 0.228 0.668 1.739
beta4_pH[9,3,3] 0.946 0.548 0.274 0.802 2.187
beta4_pH[10,3,3] 0.723 0.278 0.346 0.672 1.289
beta4_pH[11,3,3] 0.682 0.244 0.352 0.638 1.183
beta4_pH[12,3,3] 0.929 0.381 0.436 0.843 1.732
beta4_pH[13,3,3] 0.752 0.267 0.382 0.706 1.299
beta4_pH[14,3,3] 1.020 0.336 0.559 0.967 1.700
beta4_pH[15,3,3] 0.914 0.270 0.538 0.869 1.446
beta4_pH[16,3,3] 0.887 0.359 0.417 0.813 1.652
beta4_pH[1,4,3] 0.694 0.281 0.305 0.650 1.282
beta4_pH[2,4,3] 0.851 0.217 0.542 0.817 1.259
beta4_pH[3,4,3] 0.912 0.271 0.520 0.870 1.472
beta4_pH[4,4,3] 0.813 0.273 0.428 0.777 1.338
beta4_pH[5,4,3] 0.666 0.538 0.086 0.491 1.975
beta4_pH[6,4,3] 1.841 1.567 0.226 1.397 6.421
beta4_pH[7,4,3] 1.116 0.614 0.351 0.966 2.495
beta4_pH[8,4,3] 0.769 0.435 0.229 0.669 1.740
beta4_pH[9,4,3] 0.922 0.537 0.274 0.778 2.158
beta4_pH[10,4,3] 0.729 0.278 0.346 0.684 1.289
beta4_pH[11,4,3] 0.684 0.242 0.351 0.643 1.183
beta4_pH[12,4,3] 0.920 0.381 0.434 0.826 1.729
beta4_pH[13,4,3] 0.744 0.267 0.379 0.690 1.291
beta4_pH[14,4,3] 1.034 0.348 0.561 0.976 1.710
beta4_pH[15,4,3] 0.912 0.269 0.537 0.870 1.436
beta4_pH[16,4,3] 0.899 0.361 0.419 0.823 1.652
beta4_pH[1,5,3] 0.694 0.284 0.308 0.645 1.290
beta4_pH[2,5,3] 0.852 0.216 0.542 0.817 1.262
beta4_pH[3,5,3] 0.908 0.269 0.516 0.867 1.461
beta4_pH[4,5,3] 0.806 0.266 0.433 0.765 1.339
beta4_pH[5,5,3] 0.641 0.533 0.086 0.465 1.967
beta4_pH[6,5,3] 1.904 1.662 0.241 1.383 6.715
beta4_pH[7,5,3] 1.105 0.617 0.351 0.952 2.505
beta4_pH[8,5,3] 0.763 0.424 0.226 0.674 1.726
beta4_pH[9,5,3] 0.942 0.550 0.277 0.794 2.189
beta4_pH[10,5,3] 0.720 0.275 0.347 0.675 1.295
beta4_pH[11,5,3] 0.688 0.247 0.351 0.644 1.195
beta4_pH[12,5,3] 0.941 0.380 0.439 0.860 1.739
beta4_pH[13,5,3] 0.749 0.269 0.379 0.700 1.295
beta4_pH[14,5,3] 1.031 0.334 0.564 0.980 1.701
beta4_pH[15,5,3] 0.908 0.262 0.536 0.868 1.433
beta4_pH[16,5,3] 0.898 0.357 0.420 0.826 1.645
beta4_pH[1,6,3] 0.697 0.287 0.307 0.643 1.288
beta4_pH[2,6,3] 0.855 0.215 0.544 0.828 1.265
beta4_pH[3,6,3] 0.899 0.265 0.515 0.859 1.460
beta4_pH[4,6,3] 0.812 0.265 0.433 0.783 1.339
beta4_pH[5,6,3] 0.654 0.540 0.085 0.482 1.983
beta4_pH[6,6,3] 1.889 1.651 0.242 1.385 6.712
beta4_pH[7,6,3] 1.103 0.625 0.348 0.931 2.499
beta4_pH[8,6,3] 0.759 0.432 0.225 0.656 1.723
beta4_pH[9,6,3] 0.916 0.535 0.274 0.773 2.190
beta4_pH[10,6,3] 0.727 0.281 0.345 0.677 1.294
beta4_pH[11,6,3] 0.682 0.243 0.353 0.636 1.186
beta4_pH[12,6,3] 0.924 0.373 0.439 0.842 1.721
beta4_pH[13,6,3] 0.756 0.267 0.381 0.716 1.296
beta4_pH[14,6,3] 1.030 0.336 0.562 0.975 1.698
beta4_pH[15,6,3] 0.911 0.266 0.541 0.869 1.445
beta4_pH[16,6,3] 0.895 0.353 0.424 0.828 1.630
beta4_pH[1,7,3] 0.689 0.287 0.303 0.638 1.288
beta4_pH[2,7,3] 0.844 0.215 0.543 0.813 1.264
beta4_pH[3,7,3] 0.900 0.270 0.516 0.861 1.473
beta4_pH[4,7,3] 0.813 0.271 0.431 0.771 1.347
beta4_pH[5,7,3] 0.648 0.534 0.084 0.485 1.984
beta4_pH[6,7,3] 1.829 1.577 0.247 1.366 6.418
beta4_pH[7,7,3] 1.108 0.619 0.347 0.963 2.495
beta4_pH[8,7,3] 0.754 0.429 0.226 0.658 1.718
beta4_pH[9,7,3] 0.912 0.535 0.274 0.768 2.174
beta4_pH[10,7,3] 0.723 0.280 0.346 0.674 1.301
beta4_pH[11,7,3] 0.683 0.244 0.352 0.634 1.184
beta4_pH[12,7,3] 0.934 0.378 0.440 0.854 1.735
beta4_pH[13,7,3] 0.740 0.266 0.379 0.698 1.287
beta4_pH[14,7,3] 1.031 0.341 0.560 0.977 1.704
beta4_pH[15,7,3] 0.909 0.263 0.538 0.870 1.432
beta4_pH[16,7,3] 0.899 0.363 0.419 0.832 1.659
beta4_pH[1,8,3] 0.693 0.284 0.307 0.645 1.288
beta4_pH[2,8,3] 0.852 0.214 0.543 0.823 1.261
beta4_pH[3,8,3] 0.896 0.268 0.512 0.855 1.462
beta4_pH[4,8,3] 0.811 0.265 0.430 0.782 1.340
beta4_pH[5,8,3] 0.660 0.547 0.082 0.486 1.970
beta4_pH[6,8,3] 1.840 1.580 0.234 1.367 6.241
beta4_pH[7,8,3] 1.108 0.614 0.348 0.959 2.497
beta4_pH[8,8,3] 0.754 0.425 0.224 0.658 1.711
beta4_pH[9,8,3] 0.913 0.541 0.276 0.763 2.177
beta4_pH[10,8,3] 0.719 0.278 0.343 0.672 1.293
beta4_pH[11,8,3] 0.684 0.247 0.352 0.637 1.197
beta4_pH[12,8,3] 0.930 0.371 0.437 0.846 1.713
beta4_pH[13,8,3] 0.741 0.269 0.379 0.688 1.296
beta4_pH[14,8,3] 1.024 0.338 0.561 0.967 1.705
beta4_pH[15,8,3] 0.906 0.266 0.538 0.861 1.439
beta4_pH[16,8,3] 0.908 0.361 0.420 0.838 1.648
beta4_pH[1,9,3] 0.689 0.284 0.304 0.642 1.284
beta4_pH[2,9,3] 0.850 0.213 0.545 0.822 1.258
beta4_pH[3,9,3] 0.907 0.268 0.517 0.871 1.456
beta4_pH[4,9,3] 0.806 0.271 0.431 0.764 1.345
beta4_pH[5,9,3] 0.672 0.545 0.086 0.513 1.994
beta4_pH[6,9,3] 1.851 1.570 0.241 1.385 6.447
beta4_pH[7,9,3] 1.096 0.614 0.345 0.941 2.482
beta4_pH[8,9,3] 0.764 0.434 0.225 0.672 1.739
beta4_pH[9,9,3] 0.915 0.536 0.276 0.779 2.189
beta4_pH[10,9,3] 0.727 0.279 0.346 0.682 1.298
beta4_pH[11,9,3] 0.688 0.246 0.354 0.643 1.188
beta4_pH[12,9,3] 0.928 0.376 0.436 0.835 1.723
beta4_pH[13,9,3] 0.741 0.270 0.379 0.695 1.293
beta4_pH[14,9,3] 1.037 0.338 0.562 0.981 1.708
beta4_pH[15,9,3] 0.926 0.273 0.535 0.888 1.448
beta4_pH[16,9,3] 0.913 0.368 0.421 0.832 1.654
beta4_pH[1,10,3] 0.687 0.283 0.305 0.635 1.278
beta4_pH[2,10,3] 0.862 0.215 0.544 0.837 1.265
beta4_pH[3,10,3] 0.902 0.269 0.516 0.859 1.465
beta4_pH[4,10,3] 0.804 0.267 0.430 0.764 1.337
beta4_pH[5,10,3] 0.673 0.546 0.084 0.512 1.991
beta4_pH[6,10,3] 1.865 1.634 0.232 1.363 6.594
beta4_pH[7,10,3] 1.104 0.613 0.347 0.942 2.459
beta4_pH[8,10,3] 0.762 0.423 0.227 0.673 1.705
beta4_pH[9,10,3] 0.927 0.544 0.278 0.788 2.206
beta4_pH[10,10,3] 0.719 0.273 0.345 0.668 1.279
beta4_pH[11,10,3] 0.693 0.250 0.353 0.645 1.196
beta4_pH[12,10,3] 0.921 0.376 0.437 0.838 1.729
beta4_pH[13,10,3] 0.752 0.270 0.381 0.703 1.284
beta4_pH[14,10,3] 1.032 0.339 0.561 0.974 1.703
beta4_pH[15,10,3] 0.914 0.266 0.539 0.869 1.444
beta4_pH[16,10,3] 0.898 0.361 0.420 0.823 1.645
beta4_pH[1,11,3] 0.689 0.285 0.306 0.632 1.280
beta4_pH[2,11,3] 0.853 0.217 0.544 0.821 1.260
beta4_pH[3,11,3] 0.905 0.270 0.513 0.864 1.467
beta4_pH[4,11,3] 0.805 0.266 0.429 0.760 1.342
beta4_pH[5,11,3] 0.660 0.538 0.086 0.501 1.989
beta4_pH[6,11,3] 1.834 1.563 0.237 1.361 6.384
beta4_pH[7,11,3] 1.105 0.619 0.350 0.946 2.484
beta4_pH[8,11,3] 0.767 0.438 0.227 0.668 1.736
beta4_pH[9,11,3] 0.932 0.544 0.278 0.789 2.186
beta4_pH[10,11,3] 0.731 0.277 0.346 0.687 1.286
beta4_pH[11,11,3] 0.691 0.246 0.354 0.651 1.191
beta4_pH[12,11,3] 0.942 0.384 0.438 0.864 1.734
beta4_pH[13,11,3] 0.749 0.265 0.383 0.702 1.293
beta4_pH[14,11,3] 1.032 0.342 0.561 0.969 1.704
beta4_pH[15,11,3] 0.915 0.269 0.537 0.871 1.443
beta4_pH[16,11,3] 0.904 0.364 0.424 0.834 1.660
beta4_pH[1,12,3] 0.689 0.278 0.305 0.645 1.268
beta4_pH[2,12,3] 0.840 0.216 0.542 0.801 1.262
beta4_pH[3,12,3] 0.900 0.267 0.515 0.856 1.458
beta4_pH[4,12,3] 0.798 0.265 0.431 0.754 1.338
beta4_pH[5,12,3] 0.656 0.537 0.084 0.492 1.980
beta4_pH[6,12,3] 1.898 1.604 0.241 1.430 6.482
beta4_pH[7,12,3] 1.116 0.616 0.352 0.975 2.509
beta4_pH[8,12,3] 0.761 0.431 0.225 0.663 1.713
beta4_pH[9,12,3] 0.942 0.542 0.276 0.800 2.168
beta4_pH[10,12,3] 0.721 0.278 0.344 0.668 1.292
beta4_pH[11,12,3] 0.686 0.247 0.354 0.639 1.189
beta4_pH[12,12,3] 0.937 0.371 0.443 0.855 1.719
beta4_pH[13,12,3] 0.749 0.269 0.379 0.700 1.293
beta4_pH[14,12,3] 1.024 0.335 0.562 0.963 1.706
beta4_pH[15,12,3] 0.913 0.267 0.538 0.868 1.445
beta4_pH[16,12,3] 0.906 0.360 0.421 0.833 1.663
beta4_pH[1,13,3] 0.694 0.283 0.306 0.654 1.282
beta4_pH[2,13,3] 0.853 0.217 0.543 0.827 1.261
beta4_pH[3,13,3] 0.909 0.271 0.518 0.870 1.465
beta4_pH[4,13,3] 0.808 0.267 0.435 0.769 1.342
beta4_pH[5,13,3] 0.653 0.550 0.085 0.472 1.987
beta4_pH[6,13,3] 1.879 1.607 0.241 1.381 6.449
beta4_pH[7,13,3] 1.112 0.626 0.344 0.966 2.518
beta4_pH[8,13,3] 0.767 0.426 0.228 0.678 1.723
beta4_pH[9,13,3] 0.921 0.542 0.272 0.791 2.181
beta4_pH[10,13,3] 0.724 0.278 0.347 0.678 1.294
beta4_pH[11,13,3] 0.692 0.250 0.351 0.648 1.196
beta4_pH[12,13,3] 0.935 0.384 0.436 0.842 1.737
beta4_pH[13,13,3] 0.742 0.266 0.380 0.699 1.290
beta4_pH[14,13,3] 1.026 0.337 0.561 0.964 1.699
beta4_pH[15,13,3] 0.927 0.270 0.540 0.892 1.442
beta4_pH[16,13,3] 0.910 0.362 0.420 0.849 1.655
beta4_pH[1,14,3] 0.696 0.286 0.304 0.650 1.289
beta4_pH[2,14,3] 0.853 0.217 0.544 0.825 1.261
beta4_pH[3,14,3] 0.863 0.261 0.511 0.813 1.456
beta4_pH[4,14,3] 0.812 0.268 0.433 0.772 1.341
beta4_pH[5,14,3] 0.648 0.535 0.087 0.471 1.970
beta4_pH[6,14,3] 1.882 1.616 0.237 1.377 6.608
beta4_pH[7,14,3] 1.106 0.620 0.347 0.960 2.501
beta4_pH[8,14,3] 0.777 0.437 0.228 0.679 1.726
beta4_pH[9,14,3] 0.925 0.544 0.276 0.775 2.175
beta4_pH[10,14,3] 0.730 0.283 0.347 0.684 1.305
beta4_pH[11,14,3] 0.683 0.246 0.351 0.638 1.189
beta4_pH[12,14,3] 0.926 0.380 0.437 0.833 1.729
beta4_pH[13,14,3] 0.766 0.269 0.383 0.722 1.300
beta4_pH[14,14,3] 1.029 0.333 0.566 0.970 1.698
beta4_pH[15,14,3] 0.899 0.268 0.537 0.848 1.438
beta4_pH[16,14,3] 0.917 0.361 0.417 0.847 1.660
beta4_pH[1,15,3] 0.699 0.285 0.306 0.654 1.279
beta4_pH[2,15,3] 0.860 0.214 0.543 0.838 1.265
beta4_pH[3,15,3] 0.955 0.269 0.527 0.920 1.478
beta4_pH[4,15,3] 0.815 0.273 0.430 0.770 1.353
beta4_pH[5,15,3] 0.663 0.534 0.087 0.501 1.973
beta4_pH[6,15,3] 1.852 1.577 0.244 1.395 6.320
beta4_pH[7,15,3] 1.094 0.623 0.343 0.954 2.482
beta4_pH[8,15,3] 0.769 0.435 0.228 0.677 1.753
beta4_pH[9,15,3] 0.924 0.534 0.281 0.783 2.169
beta4_pH[10,15,3] 0.732 0.279 0.348 0.681 1.291
beta4_pH[11,15,3] 0.710 0.249 0.352 0.675 1.198
beta4_pH[12,15,3] 0.937 0.381 0.438 0.852 1.727
beta4_pH[13,15,3] 0.801 0.274 0.383 0.773 1.302
beta4_pH[14,15,3] 1.023 0.334 0.559 0.957 1.690
beta4_pH[15,15,3] 0.959 0.267 0.546 0.933 1.454
beta4_pH[16,15,3] 0.896 0.358 0.420 0.829 1.652
beta4_pH[1,16,3] 0.691 0.285 0.304 0.648 1.283
beta4_pH[2,16,3] 0.866 0.218 0.547 0.844 1.261
beta4_pH[3,16,3] 0.936 0.267 0.522 0.902 1.465
beta4_pH[4,16,3] 0.803 0.271 0.429 0.756 1.337
beta4_pH[5,16,3] 0.630 0.520 0.085 0.468 1.946
beta4_pH[6,16,3] 1.856 1.589 0.239 1.368 6.491
beta4_pH[7,16,3] 1.123 0.627 0.347 0.973 2.524
beta4_pH[8,16,3] 0.765 0.428 0.226 0.677 1.708
beta4_pH[9,16,3] 0.918 0.540 0.276 0.771 2.168
beta4_pH[10,16,3] 0.720 0.276 0.344 0.676 1.281
beta4_pH[11,16,3] 0.689 0.246 0.353 0.645 1.188
beta4_pH[12,16,3] 0.943 0.381 0.438 0.865 1.709
beta4_pH[13,16,3] 0.753 0.273 0.383 0.697 1.296
beta4_pH[14,16,3] 1.028 0.340 0.562 0.974 1.706
beta4_pH[15,16,3] 0.917 0.263 0.539 0.878 1.439
beta4_pH[16,16,3] 0.902 0.364 0.419 0.823 1.652
beta4_pH[1,17,3] 0.690 0.280 0.307 0.645 1.270
beta4_pH[2,17,3] 0.850 0.213 0.542 0.825 1.263
beta4_pH[3,17,3] 0.932 0.264 0.524 0.898 1.472
beta4_pH[4,17,3] 0.805 0.270 0.433 0.757 1.355
beta4_pH[5,17,3] 0.641 0.527 0.085 0.475 1.944
beta4_pH[6,17,3] 1.834 1.595 0.234 1.361 6.485
beta4_pH[7,17,3] 1.093 0.615 0.352 0.935 2.509
beta4_pH[8,17,3] 0.758 0.430 0.223 0.662 1.724
beta4_pH[9,17,3] 0.922 0.539 0.276 0.775 2.186
beta4_pH[10,17,3] 0.726 0.274 0.345 0.678 1.295
beta4_pH[11,17,3] 0.684 0.245 0.351 0.642 1.183
beta4_pH[12,17,3] 0.918 0.376 0.441 0.827 1.729
beta4_pH[13,17,3] 0.747 0.269 0.380 0.698 1.295
beta4_pH[14,17,3] 1.038 0.341 0.560 0.983 1.712
beta4_pH[15,17,3] 0.889 0.262 0.536 0.838 1.436
beta4_pH[16,17,3] 0.869 0.352 0.421 0.792 1.631
beta4_pH[1,18,3] 0.688 0.282 0.306 0.638 1.281
beta4_pH[2,18,3] 0.852 0.217 0.543 0.821 1.258
beta4_pH[3,18,3] 0.903 0.268 0.516 0.861 1.467
beta4_pH[4,18,3] 0.810 0.268 0.429 0.771 1.344
beta4_pH[5,18,3] 0.659 0.537 0.085 0.496 1.977
beta4_pH[6,18,3] 1.895 1.585 0.240 1.408 6.534
beta4_pH[7,18,3] 1.087 0.612 0.345 0.930 2.486
beta4_pH[8,18,3] 0.767 0.429 0.228 0.667 1.727
beta4_pH[9,18,3] 0.919 0.534 0.280 0.785 2.143
beta4_pH[10,18,3] 0.722 0.277 0.345 0.680 1.286
beta4_pH[11,18,3] 0.700 0.252 0.351 0.659 1.202
beta4_pH[12,18,3] 0.931 0.379 0.438 0.847 1.727
beta4_pH[13,18,3] 0.750 0.268 0.380 0.703 1.297
beta4_pH[14,18,3] 1.032 0.335 0.566 0.983 1.699
beta4_pH[15,18,3] 0.934 0.262 0.542 0.902 1.444
beta4_pH[16,18,3] 0.899 0.355 0.421 0.830 1.640
beta4_pH[1,19,3] 0.690 0.286 0.302 0.644 1.279
beta4_pH[2,19,3] 0.858 0.215 0.543 0.834 1.261
beta4_pH[3,19,3] 0.905 0.265 0.517 0.863 1.468
beta4_pH[4,19,3] 0.806 0.269 0.434 0.763 1.340
beta4_pH[5,19,3] 0.681 0.554 0.086 0.508 1.989
beta4_pH[6,19,3] 1.895 1.611 0.238 1.404 6.530
beta4_pH[7,19,3] 1.100 0.604 0.349 0.968 2.495
beta4_pH[8,19,3] 0.748 0.426 0.225 0.654 1.725
beta4_pH[9,19,3] 0.935 0.543 0.278 0.786 2.199
beta4_pH[10,19,3] 0.720 0.276 0.347 0.669 1.280
beta4_pH[11,19,3] 0.689 0.243 0.353 0.643 1.182
beta4_pH[12,19,3] 0.934 0.378 0.440 0.847 1.729
beta4_pH[13,19,3] 0.754 0.266 0.382 0.712 1.289
beta4_pH[14,19,3] 1.025 0.340 0.560 0.952 1.704
beta4_pH[15,19,3] 0.918 0.265 0.537 0.881 1.440
beta4_pH[16,19,3] 0.899 0.362 0.418 0.820 1.656
beta4_pH[1,20,3] 0.693 0.286 0.306 0.647 1.281
beta4_pH[2,20,3] 0.860 0.215 0.544 0.837 1.261
beta4_pH[3,20,3] 0.956 0.269 0.531 0.923 1.475
beta4_pH[4,20,3] 0.806 0.269 0.427 0.771 1.342
beta4_pH[5,20,3] 0.673 0.544 0.085 0.508 2.002
beta4_pH[6,20,3] 1.889 1.632 0.238 1.397 6.561
beta4_pH[7,20,3] 1.110 0.622 0.344 0.945 2.488
beta4_pH[8,20,3] 0.763 0.423 0.228 0.674 1.722
beta4_pH[9,20,3] 0.928 0.541 0.276 0.795 2.210
beta4_pH[10,20,3] 0.720 0.275 0.345 0.675 1.286
beta4_pH[11,20,3] 0.682 0.250 0.351 0.634 1.191
beta4_pH[12,20,3] 0.926 0.376 0.438 0.847 1.729
beta4_pH[13,20,3] 0.747 0.267 0.378 0.702 1.289
beta4_pH[14,20,3] 1.021 0.337 0.560 0.960 1.707
beta4_pH[15,20,3] 0.920 0.270 0.541 0.870 1.445
beta4_pH[16,20,3] 0.891 0.356 0.421 0.814 1.645
beta4_pH[1,21,3] 0.689 0.283 0.306 0.641 1.282
beta4_pH[2,21,3] 0.853 0.215 0.540 0.822 1.266
beta4_pH[3,21,3] 0.919 0.265 0.523 0.875 1.466
beta4_pH[4,21,3] 0.813 0.267 0.435 0.779 1.344
beta4_pH[5,21,3] 0.639 0.527 0.085 0.479 1.954
beta4_pH[6,21,3] 1.820 1.574 0.240 1.345 6.479
beta4_pH[7,21,3] 1.080 0.616 0.347 0.916 2.473
beta4_pH[8,21,3] 0.763 0.429 0.227 0.670 1.725
beta4_pH[9,21,3] 0.942 0.551 0.274 0.795 2.219
beta4_pH[10,21,3] 0.729 0.279 0.347 0.685 1.286
beta4_pH[11,21,3] 0.684 0.247 0.350 0.638 1.186
beta4_pH[12,21,3] 0.934 0.375 0.435 0.850 1.717
beta4_pH[13,21,3] 0.749 0.267 0.380 0.706 1.295
beta4_pH[14,21,3] 1.029 0.336 0.560 0.974 1.703
beta4_pH[15,21,3] 0.908 0.268 0.538 0.865 1.442
beta4_pH[16,21,3] 0.904 0.367 0.419 0.828 1.658
beta4_pH[1,22,3] 0.694 0.286 0.305 0.646 1.287
beta4_pH[2,22,3] 0.856 0.214 0.545 0.827 1.261
beta4_pH[3,22,3] 0.884 0.261 0.516 0.845 1.447
beta4_pH[4,22,3] 0.810 0.272 0.430 0.769 1.349
beta4_pH[5,22,3] 0.673 0.544 0.084 0.506 1.987
beta4_pH[6,22,3] 1.833 1.547 0.243 1.376 6.408
beta4_pH[7,22,3] 1.087 0.616 0.344 0.930 2.478
beta4_pH[8,22,3] 0.771 0.433 0.227 0.675 1.738
beta4_pH[9,22,3] 0.924 0.550 0.272 0.771 2.195
beta4_pH[10,22,3] 0.731 0.278 0.345 0.685 1.292
beta4_pH[11,22,3] 0.680 0.241 0.353 0.635 1.185
beta4_pH[12,22,3] 0.922 0.375 0.435 0.833 1.725
beta4_pH[13,22,3] 0.764 0.271 0.382 0.722 1.293
beta4_pH[14,22,3] 1.024 0.337 0.559 0.958 1.706
beta4_pH[15,22,3] 0.913 0.265 0.536 0.866 1.443
beta4_pH[16,22,3] 0.897 0.365 0.418 0.822 1.660
beta4_pH[1,23,3] 0.697 0.287 0.307 0.650 1.291
beta4_pH[2,23,3] 0.863 0.214 0.545 0.841 1.266
beta4_pH[3,23,3] 0.936 0.261 0.527 0.900 1.469
beta4_pH[4,23,3] 0.806 0.269 0.430 0.766 1.346
beta4_pH[5,23,3] 0.651 0.540 0.086 0.478 1.979
beta4_pH[6,23,3] 1.847 1.560 0.238 1.388 6.263
beta4_pH[7,23,3] 1.104 0.616 0.354 0.952 2.485
beta4_pH[8,23,3] 0.764 0.431 0.226 0.659 1.731
beta4_pH[9,23,3] 0.922 0.541 0.276 0.784 2.191
beta4_pH[10,23,3] 0.727 0.283 0.342 0.683 1.289
beta4_pH[11,23,3] 0.683 0.240 0.351 0.638 1.182
beta4_pH[12,23,3] 0.936 0.385 0.439 0.849 1.735
beta4_pH[13,23,3] 0.742 0.265 0.381 0.694 1.291
beta4_pH[14,23,3] 1.034 0.331 0.565 0.983 1.702
beta4_pH[15,23,3] 0.910 0.266 0.537 0.867 1.440
beta4_pH[16,23,3] 0.885 0.363 0.417 0.794 1.654
beta4_pH[1,24,3] 0.699 0.284 0.306 0.654 1.281
beta4_pH[2,24,3] 0.859 0.218 0.545 0.826 1.265
beta4_pH[3,24,3] 0.915 0.264 0.519 0.877 1.462
beta4_pH[4,24,3] 0.813 0.273 0.430 0.771 1.348
beta4_pH[5,24,3] 0.645 0.530 0.084 0.479 1.972
beta4_pH[6,24,3] 1.877 1.570 0.239 1.425 6.345
beta4_pH[7,24,3] 1.088 0.614 0.349 0.917 2.500
beta4_pH[8,24,3] 0.768 0.426 0.227 0.674 1.715
beta4_pH[9,24,3] 0.929 0.543 0.277 0.780 2.201
beta4_pH[10,24,3] 0.733 0.278 0.345 0.692 1.289
beta4_pH[11,24,3] 0.684 0.244 0.352 0.636 1.182
beta4_pH[12,24,3] 0.935 0.379 0.438 0.855 1.715
beta4_pH[13,24,3] 0.750 0.268 0.379 0.707 1.298
beta4_pH[14,24,3] 1.022 0.335 0.562 0.963 1.698
beta4_pH[15,24,3] 0.939 0.267 0.542 0.913 1.448
beta4_pH[16,24,3] 0.922 0.364 0.424 0.852 1.667
beta4_pH[1,25,3] 0.692 0.281 0.306 0.648 1.277
beta4_pH[2,25,3] 0.847 0.215 0.545 0.817 1.262
beta4_pH[3,25,3] 0.984 0.263 0.540 0.963 1.472
beta4_pH[4,25,3] 0.809 0.270 0.428 0.761 1.337
beta4_pH[5,25,3] 0.646 0.528 0.086 0.483 1.937
beta4_pH[6,25,3] 1.919 1.626 0.244 1.427 6.543
beta4_pH[7,25,3] 1.088 0.615 0.347 0.938 2.494
beta4_pH[8,25,3] 0.759 0.430 0.226 0.658 1.720
beta4_pH[9,25,3] 0.932 0.542 0.275 0.800 2.186
beta4_pH[10,25,3] 0.734 0.279 0.343 0.693 1.288
beta4_pH[11,25,3] 0.683 0.246 0.350 0.644 1.193
beta4_pH[12,25,3] 0.931 0.371 0.439 0.848 1.720
beta4_pH[13,25,3] 0.763 0.272 0.380 0.727 1.298
beta4_pH[14,25,3] 1.041 0.341 0.563 0.974 1.709
beta4_pH[15,25,3] 0.922 0.268 0.541 0.891 1.443
beta4_pH[16,25,3] 0.909 0.362 0.422 0.836 1.663
beta4_pH[1,26,3] 0.700 0.287 0.307 0.648 1.290
beta4_pH[2,26,3] 0.860 0.215 0.544 0.836 1.265
beta4_pH[3,26,3] 0.922 0.268 0.518 0.883 1.475
beta4_pH[4,26,3] 0.806 0.270 0.430 0.766 1.336
beta4_pH[5,26,3] 0.660 0.538 0.085 0.496 1.982
beta4_pH[6,26,3] 1.888 1.606 0.241 1.400 6.539
beta4_pH[7,26,3] 1.102 0.614 0.345 0.951 2.476
beta4_pH[8,26,3] 0.753 0.421 0.226 0.652 1.703
beta4_pH[9,26,3] 0.909 0.533 0.278 0.767 2.185
beta4_pH[10,26,3] 0.726 0.281 0.344 0.684 1.291
beta4_pH[11,26,3] 0.700 0.248 0.353 0.661 1.196
beta4_pH[12,26,3] 0.927 0.383 0.437 0.842 1.736
beta4_pH[13,26,3] 0.761 0.271 0.382 0.714 1.303
beta4_pH[14,26,3] 1.035 0.339 0.562 0.974 1.698
beta4_pH[15,26,3] 0.948 0.268 0.542 0.913 1.447
beta4_pH[16,26,3] 0.924 0.366 0.425 0.856 1.671
beta4_pH[1,27,3] 0.689 0.282 0.306 0.638 1.288
beta4_pH[2,27,3] 0.851 0.214 0.544 0.819 1.261
beta4_pH[3,27,3] 0.970 0.270 0.527 0.949 1.480
beta4_pH[4,27,3] 0.802 0.269 0.431 0.761 1.347
beta4_pH[5,27,3] 0.671 0.541 0.083 0.513 1.992
beta4_pH[6,27,3] 1.904 1.620 0.245 1.425 6.662
beta4_pH[7,27,3] 1.091 0.609 0.349 0.935 2.471
beta4_pH[8,27,3] 0.747 0.424 0.228 0.647 1.717
beta4_pH[9,27,3] 0.936 0.550 0.278 0.790 2.157
beta4_pH[10,27,3] 0.730 0.279 0.347 0.686 1.296
beta4_pH[11,27,3] 0.694 0.244 0.353 0.654 1.187
beta4_pH[12,27,3] 0.933 0.382 0.439 0.848 1.729
beta4_pH[13,27,3] 0.785 0.269 0.387 0.757 1.302
beta4_pH[14,27,3] 1.031 0.341 0.563 0.976 1.699
beta4_pH[15,27,3] 0.967 0.272 0.545 0.946 1.457
beta4_pH[16,27,3] 0.919 0.359 0.419 0.850 1.655
beta4_pH[1,28,3] 0.696 0.284 0.305 0.654 1.279
beta4_pH[2,28,3] 0.863 0.216 0.545 0.838 1.267
beta4_pH[3,28,3] 0.804 0.241 0.508 0.756 1.405
beta4_pH[4,28,3] 0.812 0.274 0.431 0.768 1.350
beta4_pH[5,28,3] 0.629 0.519 0.083 0.472 1.929
beta4_pH[6,28,3] 1.840 1.555 0.238 1.387 6.160
beta4_pH[7,28,3] 1.089 0.606 0.352 0.931 2.508
beta4_pH[8,28,3] 0.751 0.424 0.225 0.654 1.709
beta4_pH[9,28,3] 0.928 0.548 0.276 0.780 2.168
beta4_pH[10,28,3] 0.721 0.274 0.347 0.673 1.290
beta4_pH[11,28,3] 0.692 0.253 0.349 0.648 1.196
beta4_pH[12,28,3] 0.920 0.376 0.438 0.836 1.724
beta4_pH[13,28,3] 0.721 0.263 0.379 0.662 1.280
beta4_pH[14,28,3] 1.037 0.337 0.559 0.989 1.706
beta4_pH[15,28,3] 0.848 0.249 0.533 0.791 1.420
beta4_pH[16,28,3] 0.889 0.359 0.419 0.813 1.654
beta4_pH[1,29,3] 0.696 0.285 0.306 0.647 1.282
beta4_pH[2,29,3] 0.861 0.216 0.544 0.839 1.259
beta4_pH[3,29,3] 0.925 0.266 0.523 0.891 1.463
beta4_pH[4,29,3] 0.807 0.274 0.429 0.769 1.340
beta4_pH[5,29,3] 0.627 0.529 0.084 0.449 1.970
beta4_pH[6,29,3] 1.877 1.610 0.239 1.372 6.442
beta4_pH[7,29,3] 1.101 0.626 0.342 0.946 2.504
beta4_pH[8,29,3] 0.766 0.426 0.225 0.677 1.715
beta4_pH[9,29,3] 0.912 0.541 0.271 0.764 2.176
beta4_pH[10,29,3] 0.729 0.281 0.346 0.680 1.294
beta4_pH[11,29,3] 0.697 0.248 0.358 0.651 1.192
beta4_pH[12,29,3] 0.930 0.384 0.436 0.844 1.740
beta4_pH[13,29,3] 0.781 0.274 0.381 0.737 1.300
beta4_pH[14,29,3] 1.033 0.333 0.563 0.989 1.688
beta4_pH[15,29,3] 0.941 0.263 0.543 0.916 1.439
beta4_pH[16,29,3] 0.898 0.358 0.421 0.831 1.652
beta4_pH[1,30,3] 0.692 0.281 0.306 0.643 1.285
beta4_pH[2,30,3] 0.857 0.216 0.545 0.828 1.260
beta4_pH[3,30,3] 0.906 0.263 0.519 0.861 1.465
beta4_pH[4,30,3] 0.802 0.270 0.428 0.757 1.343
beta4_pH[5,30,3] 0.657 0.548 0.085 0.480 1.974
beta4_pH[6,30,3] 1.852 1.612 0.231 1.366 6.481
beta4_pH[7,30,3] 1.093 0.608 0.349 0.942 2.496
beta4_pH[8,30,3] 0.764 0.429 0.226 0.663 1.731
beta4_pH[9,30,3] 0.918 0.539 0.274 0.777 2.162
beta4_pH[10,30,3] 0.729 0.277 0.345 0.685 1.285
beta4_pH[11,30,3] 0.677 0.239 0.352 0.632 1.183
beta4_pH[12,30,3] 0.923 0.375 0.435 0.846 1.723
beta4_pH[13,30,3] 0.773 0.273 0.382 0.732 1.297
beta4_pH[14,30,3] 1.025 0.338 0.558 0.967 1.696
beta4_pH[15,30,3] 0.907 0.265 0.538 0.858 1.442
beta4_pH[16,30,3] 0.859 0.348 0.419 0.776 1.628
beta4_pH[1,31,3] 0.700 0.283 0.305 0.657 1.276
beta4_pH[2,31,3] 0.853 0.212 0.542 0.825 1.259
beta4_pH[3,31,3] 0.885 0.263 0.515 0.845 1.446
beta4_pH[4,31,3] 0.804 0.272 0.428 0.755 1.348
beta4_pH[5,31,3] 0.641 0.540 0.083 0.469 2.014
beta4_pH[6,31,3] 1.863 1.569 0.242 1.395 6.322
beta4_pH[7,31,3] 1.099 0.616 0.347 0.940 2.511
beta4_pH[8,31,3] 0.766 0.431 0.226 0.662 1.714
beta4_pH[9,31,3] 0.921 0.544 0.273 0.778 2.182
beta4_pH[10,31,3] 0.729 0.280 0.347 0.672 1.288
beta4_pH[11,31,3] 0.680 0.243 0.353 0.637 1.188
beta4_pH[12,31,3] 0.934 0.377 0.436 0.848 1.719
beta4_pH[13,31,3] 0.687 0.249 0.377 0.633 1.268
beta4_pH[14,31,3] 1.045 0.338 0.566 0.992 1.702
beta4_pH[15,31,3] 0.887 0.257 0.538 0.841 1.426
beta4_pH[16,31,3] 0.871 0.354 0.419 0.791 1.628
beta4_pH[1,32,3] 0.690 0.284 0.304 0.641 1.287
beta4_pH[2,32,3] 0.847 0.213 0.540 0.820 1.258
beta4_pH[3,32,3] 0.882 0.263 0.517 0.834 1.456
beta4_pH[4,32,3] 0.807 0.269 0.429 0.758 1.353
beta4_pH[5,32,3] 0.654 0.541 0.086 0.488 2.004
beta4_pH[6,32,3] 1.847 1.579 0.237 1.384 6.416
beta4_pH[7,32,3] 1.103 0.603 0.352 0.953 2.469
beta4_pH[8,32,3] 0.758 0.426 0.226 0.665 1.713
beta4_pH[9,32,3] 0.924 0.543 0.275 0.776 2.173
beta4_pH[10,32,3] 0.718 0.277 0.345 0.669 1.295
beta4_pH[11,32,3] 0.660 0.239 0.348 0.611 1.175
beta4_pH[12,32,3] 0.923 0.378 0.439 0.831 1.726
beta4_pH[13,32,3] 0.753 0.266 0.382 0.713 1.292
beta4_pH[14,32,3] 1.027 0.335 0.560 0.975 1.697
beta4_pH[15,32,3] 0.868 0.251 0.535 0.816 1.419
beta4_pH[16,32,3] 0.887 0.358 0.419 0.810 1.649
beta4_pH[1,33,3] 0.695 0.285 0.309 0.648 1.283
beta4_pH[2,33,3] 0.832 0.212 0.541 0.796 1.253
beta4_pH[3,33,3] 0.874 0.253 0.515 0.836 1.438
beta4_pH[4,33,3] 0.812 0.272 0.429 0.769 1.348
beta4_pH[5,33,3] 0.635 0.528 0.083 0.467 1.949
beta4_pH[6,33,3] 1.843 1.585 0.233 1.365 6.408
beta4_pH[7,33,3] 1.089 0.599 0.345 0.947 2.469
beta4_pH[8,33,3] 0.759 0.433 0.224 0.664 1.731
beta4_pH[9,33,3] 0.933 0.548 0.277 0.785 2.188
beta4_pH[10,33,3] 0.727 0.278 0.345 0.685 1.297
beta4_pH[11,33,3] 0.651 0.238 0.349 0.596 1.187
beta4_pH[12,33,3] 0.932 0.380 0.435 0.846 1.727
beta4_pH[13,33,3] 0.693 0.251 0.379 0.638 1.271
beta4_pH[14,33,3] 1.037 0.335 0.564 0.991 1.685
beta4_pH[15,33,3] 0.847 0.240 0.534 0.795 1.392
beta4_pH[16,33,3] 0.836 0.340 0.416 0.756 1.614
beta4_pH[1,34,3] 0.691 0.284 0.306 0.641 1.269
beta4_pH[2,34,3] 0.846 0.215 0.542 0.816 1.260
beta4_pH[3,34,3] 0.874 0.255 0.518 0.830 1.440
beta4_pH[4,34,3] 0.808 0.269 0.434 0.765 1.346
beta4_pH[5,34,3] 0.653 0.532 0.084 0.483 1.952
beta4_pH[6,34,3] 1.819 1.578 0.235 1.348 6.344
beta4_pH[7,34,3] 1.095 0.610 0.345 0.949 2.452
beta4_pH[8,34,3] 0.760 0.429 0.225 0.672 1.723
beta4_pH[9,34,3] 0.905 0.537 0.274 0.769 2.184
beta4_pH[10,34,3] 0.728 0.281 0.343 0.678 1.291
beta4_pH[11,34,3] 0.661 0.242 0.349 0.608 1.182
beta4_pH[12,34,3] 0.900 0.383 0.432 0.804 1.726
beta4_pH[13,34,3] 0.732 0.261 0.379 0.678 1.290
beta4_pH[14,34,3] 1.029 0.334 0.562 0.978 1.694
beta4_pH[15,34,3] 0.870 0.255 0.533 0.819 1.420
beta4_pH[16,34,3] 0.830 0.344 0.416 0.746 1.635
beta4_pH[1,35,3] 0.414 0.147 0.205 0.387 0.784
beta4_pH[2,35,3] 0.780 0.085 0.628 0.773 0.961
beta4_pH[3,35,3] 1.037 0.164 0.743 1.025 1.376
beta4_pH[4,35,3] 0.590 0.222 0.276 0.550 1.115
beta4_pH[5,35,3] 0.129 0.097 0.027 0.102 0.382
beta4_pH[6,35,3] 0.756 0.645 0.126 0.561 2.505
beta4_pH[7,35,3] 2.313 1.873 0.432 1.811 7.360
beta4_pH[8,35,3] 0.517 0.254 0.184 0.466 1.190
beta4_pH[9,35,3] 0.613 0.541 0.109 0.455 2.087
beta4_pH[10,35,3] 0.632 0.137 0.403 0.616 0.941
beta4_pH[11,35,3] 0.760 0.195 0.446 0.734 1.208
beta4_pH[12,35,3] 1.403 0.921 0.336 1.185 3.890
beta4_pH[13,35,3] 0.724 0.106 0.541 0.717 0.943
beta4_pH[14,35,3] 0.808 0.266 0.401 0.769 1.422
beta4_pH[15,35,3] 0.886 0.120 0.679 0.877 1.147
beta4_pH[16,35,3] 0.578 0.250 0.235 0.529 1.193
beta4_pH[1,36,3] 0.912 0.198 0.590 0.889 1.353
beta4_pH[2,36,3] 0.859 0.111 0.664 0.852 1.105
beta4_pH[3,36,3] 0.883 0.149 0.631 0.873 1.208
beta4_pH[4,36,3] 0.757 0.236 0.390 0.727 1.321
beta4_pH[5,36,3] 0.677 0.771 0.072 0.438 2.818
beta4_pH[6,36,3] 5.790 4.304 0.740 4.562 16.583
beta4_pH[7,36,3] 1.143 0.627 0.357 1.009 2.666
beta4_pH[8,36,3] 0.918 0.395 0.376 0.840 1.892
beta4_pH[9,36,3] 0.540 0.396 0.130 0.437 1.510
beta4_pH[10,36,3] 0.460 0.126 0.264 0.442 0.743
beta4_pH[11,36,3] 0.554 0.109 0.373 0.545 0.792
beta4_pH[12,36,3] 0.806 0.447 0.255 0.704 1.940
beta4_pH[13,36,3] 0.787 0.124 0.575 0.776 1.057
beta4_pH[14,36,3] 1.194 0.431 0.564 1.124 2.222
beta4_pH[15,36,3] 0.967 0.135 0.733 0.959 1.258
beta4_pH[16,36,3] 0.978 0.370 0.437 0.912 1.849
beta4_pH[1,37,3] 0.769 0.178 0.483 0.746 1.170
beta4_pH[2,37,3] 0.773 0.086 0.621 0.767 0.950
beta4_pH[3,37,3] 0.923 0.133 0.686 0.918 1.211
beta4_pH[4,37,3] 0.748 0.225 0.407 0.715 1.280
beta4_pH[5,37,3] 1.059 1.172 0.109 0.683 4.359
beta4_pH[6,37,3] 2.129 2.217 0.247 1.442 8.315
beta4_pH[7,37,3] 1.221 0.841 0.298 1.002 3.458
beta4_pH[8,37,3] 0.966 0.401 0.409 0.892 1.981
beta4_pH[9,37,3] 1.780 1.874 0.205 1.197 6.669
beta4_pH[10,37,3] 0.770 0.158 0.506 0.753 1.123
beta4_pH[11,37,3] 0.834 0.170 0.550 0.816 1.215
beta4_pH[12,37,3] 0.788 0.506 0.196 0.658 2.160
beta4_pH[13,37,3] 0.613 0.092 0.455 0.608 0.812
beta4_pH[14,37,3] 0.992 0.370 0.476 0.928 1.890
beta4_pH[15,37,3] 0.707 0.102 0.533 0.699 0.930
beta4_pH[16,37,3] 0.601 0.189 0.319 0.575 1.064
beta4_pH[1,38,3] 0.738 0.156 0.478 0.718 1.091
beta4_pH[2,38,3] 0.710 0.082 0.566 0.705 0.884
beta4_pH[3,38,3] 0.886 0.152 0.631 0.870 1.215
beta4_pH[4,38,3] 0.901 0.251 0.513 0.869 1.491
beta4_pH[5,38,3] 0.505 0.416 0.095 0.389 1.582
beta4_pH[6,38,3] 1.694 1.984 0.137 1.071 7.290
beta4_pH[7,38,3] 0.499 0.290 0.146 0.430 1.238
beta4_pH[8,38,3] 0.749 0.291 0.330 0.701 1.443
beta4_pH[9,38,3] 1.536 1.045 0.371 1.259 4.004
beta4_pH[10,38,3] 0.722 0.162 0.460 0.705 1.090
beta4_pH[11,38,3] 0.522 0.128 0.311 0.509 0.801
beta4_pH[12,38,3] 0.733 0.479 0.191 0.613 2.040
beta4_pH[13,38,3] 0.894 0.178 0.605 0.879 1.300
beta4_pH[14,38,3] 1.103 0.437 0.485 1.018 2.163
beta4_pH[15,38,3] 0.848 0.094 0.681 0.846 1.048
beta4_pH[16,38,3] 0.865 0.355 0.366 0.791 1.733
beta4_pH[1,39,3] 0.705 0.144 0.465 0.689 1.021
beta4_pH[2,39,3] 0.868 0.103 0.682 0.861 1.083
beta4_pH[3,39,3] 0.849 0.117 0.638 0.842 1.088
beta4_pH[4,39,3] 0.831 0.278 0.414 0.787 1.489
beta4_pH[5,39,3] 1.079 1.154 0.123 0.748 3.954
beta4_pH[6,39,3] 0.455 0.580 0.040 0.269 2.009
beta4_pH[7,39,3] 1.809 1.587 0.309 1.350 5.850
beta4_pH[8,39,3] 1.418 0.813 0.444 1.218 3.502
beta4_pH[9,39,3] 1.995 1.585 0.379 1.551 6.194
beta4_pH[10,39,3] 0.757 0.203 0.437 0.732 1.212
beta4_pH[11,39,3] 0.685 0.174 0.422 0.663 1.095
beta4_pH[12,39,3] 0.771 0.450 0.240 0.662 1.857
beta4_pH[13,39,3] 0.714 0.117 0.515 0.706 0.962
beta4_pH[14,39,3] 0.962 0.365 0.443 0.901 1.826
beta4_pH[15,39,3] 1.001 0.105 0.817 0.994 1.224
beta4_pH[16,39,3] 0.872 0.354 0.372 0.803 1.712
beta4_pH[1,40,3] 0.772 0.134 0.547 0.762 1.068
beta4_pH[2,40,3] 0.765 0.086 0.607 0.762 0.941
beta4_pH[3,40,3] 0.949 0.141 0.698 0.939 1.239
beta4_pH[4,40,3] 0.894 0.216 0.552 0.867 1.400
beta4_pH[5,40,3] 0.313 0.233 0.075 0.255 0.871
beta4_pH[6,40,3] 1.982 2.061 0.229 1.357 7.693
beta4_pH[7,40,3] 1.549 1.374 0.252 1.156 5.266
beta4_pH[8,40,3] 0.367 0.286 0.072 0.292 1.097
beta4_pH[9,40,3] 0.523 0.564 0.069 0.354 1.956
beta4_pH[10,40,3] 0.919 0.242 0.527 0.892 1.462
beta4_pH[11,40,3] 0.456 0.108 0.281 0.444 0.710
beta4_pH[12,40,3] 0.647 0.371 0.191 0.561 1.606
beta4_pH[13,40,3] 0.782 0.120 0.571 0.773 1.039
beta4_pH[14,40,3] 0.732 0.246 0.373 0.691 1.303
beta4_pH[15,40,3] 0.847 0.099 0.668 0.840 1.050
beta4_pH[16,40,3] 1.201 0.502 0.495 1.105 2.436
beta4_pH[1,41,3] 0.612 0.132 0.396 0.597 0.919
beta4_pH[2,41,3] 0.789 0.104 0.607 0.783 1.013
beta4_pH[3,41,3] 0.886 0.142 0.645 0.880 1.202
beta4_pH[4,41,3] 0.868 0.393 0.350 0.792 1.878
beta4_pH[5,41,3] 1.436 0.810 0.426 1.244 3.536
beta4_pH[6,41,3] 3.060 3.083 0.294 2.026 12.524
beta4_pH[7,41,3] 0.824 0.509 0.235 0.712 2.056
beta4_pH[8,41,3] 1.208 0.736 0.335 1.026 3.107
beta4_pH[9,41,3] 0.524 0.591 0.056 0.351 2.107
beta4_pH[10,41,3] 0.775 0.170 0.498 0.758 1.162
beta4_pH[11,41,3] 0.861 0.242 0.492 0.828 1.422
beta4_pH[12,41,3] 0.963 0.465 0.368 0.866 2.135
beta4_pH[13,41,3] 0.691 0.109 0.499 0.682 0.916
beta4_pH[14,41,3] 1.119 0.344 0.596 1.069 1.932
beta4_pH[15,41,3] 0.786 0.097 0.612 0.778 0.993
beta4_pH[16,41,3] 1.004 0.476 0.380 0.916 2.193
beta4_pH[1,42,3] 0.666 0.137 0.437 0.652 0.966
beta4_pH[2,42,3] 0.783 0.096 0.611 0.777 0.990
beta4_pH[3,42,3] 0.807 0.153 0.547 0.790 1.139
beta4_pH[4,42,3] 0.988 0.324 0.493 0.938 1.777
beta4_pH[5,42,3] 1.456 1.682 0.150 0.958 6.140
beta4_pH[6,42,3] 0.328 0.249 0.068 0.259 0.998
beta4_pH[7,42,3] 0.965 0.599 0.264 0.817 2.472
beta4_pH[8,42,3] 0.777 0.335 0.313 0.723 1.592
beta4_pH[9,42,3] 0.793 0.600 0.170 0.634 2.394
beta4_pH[10,42,3] 0.913 0.209 0.574 0.889 1.407
beta4_pH[11,42,3] 0.649 0.149 0.409 0.633 0.985
beta4_pH[12,42,3] 0.844 0.385 0.334 0.763 1.807
beta4_pH[13,42,3] 0.517 0.165 0.266 0.493 0.901
beta4_pH[14,42,3] 0.895 0.311 0.432 0.852 1.615
beta4_pH[15,42,3] 0.930 0.093 0.754 0.926 1.123
beta4_pH[16,42,3] 0.579 0.208 0.280 0.546 1.060
beta4_pH[1,43,3] 0.802 0.190 0.494 0.782 1.237
beta4_pH[2,43,3] 0.753 0.083 0.602 0.749 0.928
beta4_pH[3,43,3] 0.659 0.091 0.495 0.651 0.863
beta4_pH[4,43,3] 0.842 0.283 0.425 0.797 1.528
beta4_pH[5,43,3] 1.601 0.755 0.587 1.447 3.539
beta4_pH[6,43,3] 1.123 0.844 0.222 0.892 3.391
beta4_pH[7,43,3] 0.716 0.574 0.135 0.560 2.218
beta4_pH[8,43,3] 0.640 0.292 0.241 0.583 1.334
beta4_pH[9,43,3] 1.174 1.171 0.162 0.838 4.150
beta4_pH[10,43,3] 0.683 0.149 0.438 0.669 1.014
beta4_pH[11,43,3] 0.642 0.134 0.423 0.629 0.935
beta4_pH[12,43,3] 0.773 0.387 0.279 0.692 1.738
beta4_pH[13,43,3] 0.594 0.121 0.387 0.584 0.871
beta4_pH[14,43,3] 1.111 0.350 0.576 1.060 1.954
beta4_pH[15,43,3] 0.850 0.098 0.670 0.845 1.055
beta4_pH[16,43,3] 1.242 0.456 0.587 1.166 2.316
beta4_pH[1,44,3] 0.606 0.167 0.348 0.584 0.989
beta4_pH[2,44,3] 0.702 0.080 0.559 0.696 0.867
beta4_pH[3,44,3] 0.632 0.100 0.455 0.623 0.849
beta4_pH[4,44,3] 0.830 0.207 0.499 0.806 1.320
beta4_pH[5,44,3] 1.204 0.579 0.439 1.084 2.647
beta4_pH[6,44,3] 1.292 1.565 0.124 0.812 5.748
beta4_pH[7,44,3] 1.179 0.669 0.359 1.030 2.825
beta4_pH[8,44,3] 0.443 0.294 0.116 0.365 1.233
beta4_pH[9,44,3] 1.000 0.907 0.160 0.739 3.509
beta4_pH[10,44,3] 0.627 0.156 0.382 0.607 0.981
beta4_pH[11,44,3] 0.360 0.124 0.176 0.342 0.657
beta4_pH[12,44,3] 0.602 0.319 0.198 0.529 1.426
beta4_pH[13,44,3] 0.535 0.097 0.367 0.527 0.744
beta4_pH[14,44,3] 0.688 0.184 0.405 0.664 1.130
beta4_pH[15,44,3] 0.643 0.084 0.499 0.637 0.818
beta4_pH[16,44,3] 0.431 0.193 0.173 0.394 0.903
beta4_pH[1,45,3] 0.794 0.192 0.478 0.770 1.234
beta4_pH[2,45,3] 0.709 0.090 0.553 0.704 0.900
beta4_pH[3,45,3] 0.757 0.135 0.533 0.743 1.065
beta4_pH[4,45,3] 0.752 0.195 0.440 0.726 1.206
beta4_pH[5,45,3] 1.006 1.181 0.107 0.644 4.065
beta4_pH[6,45,3] 1.191 1.124 0.175 0.861 4.225
beta4_pH[7,45,3] 0.678 0.557 0.126 0.522 2.273
beta4_pH[8,45,3] 1.186 0.537 0.455 1.080 2.485
beta4_pH[9,45,3] 0.103 0.119 0.010 0.065 0.430
beta4_pH[10,45,3] 0.853 0.201 0.528 0.831 1.317
beta4_pH[11,45,3] 0.471 0.104 0.297 0.459 0.700
beta4_pH[12,45,3] 0.766 0.344 0.297 0.696 1.589
beta4_pH[13,45,3] 0.461 0.077 0.331 0.454 0.629
beta4_pH[14,45,3] 0.745 0.177 0.463 0.726 1.164
beta4_pH[15,45,3] 0.507 0.070 0.383 0.501 0.658
beta4_pH[16,45,3] 0.263 0.157 0.076 0.227 0.664
beta4_pH[1,46,3] 0.795 0.164 0.524 0.781 1.169
beta4_pH[2,46,3] 0.676 0.099 0.503 0.667 0.892
beta4_pH[3,46,3] 0.776 0.116 0.574 0.767 1.022
beta4_pH[4,46,3] 0.877 0.321 0.403 0.822 1.625
beta4_pH[5,46,3] 1.089 0.636 0.343 0.947 2.697
beta4_pH[6,46,3] 1.414 1.779 0.119 0.839 6.682
beta4_pH[7,46,3] 1.650 1.220 0.364 1.323 4.808
beta4_pH[8,46,3] 1.069 0.490 0.430 0.977 2.288
beta4_pH[9,46,3] 1.611 1.558 0.226 1.109 6.097
beta4_pH[10,46,3] 0.660 0.173 0.387 0.640 1.049
beta4_pH[11,46,3] 0.692 0.157 0.438 0.675 1.061
beta4_pH[12,46,3] 1.114 0.548 0.389 0.998 2.491
beta4_pH[13,46,3] 0.597 0.185 0.316 0.571 1.037
beta4_pH[14,46,3] 0.985 0.358 0.461 0.923 1.849
beta4_pH[15,46,3] 0.617 0.076 0.484 0.613 0.776
beta4_pH[16,46,3] 0.592 0.252 0.244 0.542 1.188
beta4_pH[1,47,3] 0.627 0.148 0.390 0.611 0.968
beta4_pH[2,47,3] 0.769 0.114 0.570 0.761 1.011
beta4_pH[3,47,3] 0.768 0.116 0.570 0.760 1.011
beta4_pH[4,47,3] 0.541 0.225 0.226 0.503 1.080
beta4_pH[5,47,3] 0.118 0.090 0.024 0.093 0.347
beta4_pH[6,47,3] 0.189 0.136 0.043 0.156 0.550
beta4_pH[7,47,3] 0.466 0.408 0.082 0.346 1.539
beta4_pH[8,47,3] 0.841 0.559 0.213 0.711 2.289
beta4_pH[9,47,3] 0.465 0.569 0.039 0.293 1.985
beta4_pH[10,47,3] 0.842 0.267 0.439 0.799 1.466
beta4_pH[11,47,3] 0.587 0.119 0.385 0.574 0.856
beta4_pH[12,47,3] 1.450 0.735 0.465 1.312 3.300
beta4_pH[13,47,3] 0.685 0.118 0.482 0.675 0.938
beta4_pH[14,47,3] 0.878 0.349 0.397 0.815 1.730
beta4_pH[15,47,3] 0.704 0.115 0.504 0.695 0.961
beta4_pH[16,47,3] 0.792 0.320 0.331 0.738 1.564
beta0_pelagic[1] 2.251 0.140 1.966 2.253 2.525
beta0_pelagic[2] 1.472 0.133 1.209 1.472 1.728
beta0_pelagic[3] 0.222 0.277 -0.409 0.239 0.691
beta0_pelagic[4] 0.036 0.493 -1.068 0.136 0.819
beta0_pelagic[5] 1.431 0.212 1.027 1.424 1.861
beta0_pelagic[6] 1.377 0.157 1.067 1.378 1.688
beta0_pelagic[7] 1.515 0.152 1.215 1.517 1.810
beta0_pelagic[8] 1.744 0.144 1.461 1.740 2.027
beta0_pelagic[9] 2.646 0.167 2.327 2.645 2.978
beta0_pelagic[10] 2.533 0.136 2.269 2.532 2.794
beta0_pelagic[11] -0.316 0.278 -0.849 -0.319 0.200
beta0_pelagic[12] 1.711 0.140 1.438 1.709 1.981
beta0_pelagic[13] -0.002 0.521 -1.232 0.177 0.637
beta0_pelagic[14] -0.373 0.315 -1.101 -0.347 0.161
beta0_pelagic[15] -0.278 0.186 -0.696 -0.262 0.016
beta0_pelagic[16] -0.340 0.275 -0.911 -0.332 0.171
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.655 0.321 0.066 0.640 1.403
beta1_pelagic[4] 1.082 0.511 0.162 0.985 2.210
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.419 0.327 0.838 1.409 2.051
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 1.215 0.811 0.084 0.979 3.205
beta1_pelagic[14] 1.781 0.596 0.901 1.651 3.222
beta1_pelagic[15] 0.126 0.162 0.011 0.057 0.611
beta1_pelagic[16] 1.416 0.449 0.672 1.375 2.624
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 7.080 5.983 0.224 5.657 20.864
beta2_pelagic[4] 6.175 5.803 0.254 4.522 20.628
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.248 1.653 0.281 1.808 6.357
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.408 1.643 0.077 0.696 5.940
beta2_pelagic[14] 1.130 1.306 0.153 0.626 4.987
beta2_pelagic[15] 2.438 1.866 0.099 2.048 6.955
beta2_pelagic[16] 1.753 1.598 0.173 1.220 5.892
beta3_pelagic[1] 29.058 6.285 18.581 29.028 39.332
beta3_pelagic[2] 28.976 6.408 18.501 28.965 39.538
beta3_pelagic[3] 28.156 3.470 22.164 28.438 35.337
beta3_pelagic[4] 24.697 2.567 20.379 24.724 29.510
beta3_pelagic[5] 28.986 6.309 18.452 29.066 39.386
beta3_pelagic[6] 28.914 6.353 18.582 28.847 39.435
beta3_pelagic[7] 28.957 6.377 18.551 28.840 39.474
beta3_pelagic[8] 28.984 6.317 18.559 29.061 39.412
beta3_pelagic[9] 28.984 6.360 18.609 28.911 39.424
beta3_pelagic[10] 28.938 6.323 18.521 29.008 39.519
beta3_pelagic[11] 29.907 1.343 27.359 29.842 32.835
beta3_pelagic[12] 28.837 6.393 18.530 28.663 39.416
beta3_pelagic[13] 33.551 5.208 20.662 35.105 39.813
beta3_pelagic[14] 33.902 2.147 30.349 33.729 38.790
beta3_pelagic[15] 29.599 6.636 18.405 29.944 39.681
beta3_pelagic[16] 31.489 2.012 28.527 31.034 36.930
beta0_yellow[1] -0.511 0.159 -0.826 -0.511 -0.200
beta0_yellow[2] 0.570 0.203 0.156 0.580 0.917
beta0_yellow[3] -0.156 0.213 -0.584 -0.147 0.228
beta0_yellow[4] 0.927 0.351 -0.103 0.993 1.352
beta0_yellow[5] 0.406 0.346 -0.410 0.455 0.968
beta0_yellow[6] 0.810 0.165 0.493 0.809 1.135
beta0_yellow[7] 0.926 0.169 0.617 0.919 1.270
beta0_yellow[8] 0.975 0.165 0.669 0.970 1.307
beta0_yellow[9] 0.562 0.176 0.207 0.569 0.893
beta0_yellow[10] 0.692 0.144 0.398 0.695 0.974
beta0_yellow[11] 0.195 0.174 -0.144 0.196 0.527
beta0_yellow[12] -1.128 0.179 -1.471 -1.130 -0.771
beta0_yellow[13] -0.843 0.171 -1.176 -0.844 -0.509
beta0_yellow[14] 0.020 0.173 -0.312 0.016 0.364
beta0_yellow[15] -0.791 0.166 -1.116 -0.797 -0.457
beta0_yellow[16] -0.234 0.170 -0.561 -0.237 0.100
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.019 0.390 0.477 0.979 1.865
beta1_yellow[3] 0.429 0.294 0.014 0.423 0.984
beta1_yellow[4] 1.312 0.751 0.474 1.128 3.759
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.325 5.755 -20.717 -6.095 -0.210
beta2_yellow[3] -7.620 5.842 -21.813 -6.330 -0.276
beta2_yellow[4] -6.035 5.835 -19.837 -4.311 -0.101
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.970 1.722 25.989 28.735 32.819
beta3_yellow[3] 32.138 4.129 20.610 32.654 39.404
beta3_yellow[4] 28.414 3.246 22.131 27.665 35.900
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.004 0.150 -0.301 -0.004 0.293
beta0_black[2] 1.892 0.134 1.628 1.890 2.160
beta0_black[3] 1.372 0.139 1.097 1.375 1.638
beta0_black[4] 2.491 0.141 2.213 2.494 2.763
beta0_black[5] 4.612 2.157 1.731 4.182 10.245
beta0_black[6] 4.432 2.008 2.084 3.943 9.595
beta0_black[7] 3.228 1.800 1.318 2.761 8.191
beta0_black[8] 0.923 0.231 0.475 0.922 1.374
beta0_black[9] 2.573 0.263 2.059 2.573 3.081
beta0_black[10] 1.372 0.143 1.088 1.368 1.657
beta0_black[11] 3.474 0.168 3.142 3.474 3.807
beta0_black[12] 4.851 0.198 4.473 4.852 5.239
beta0_black[13] 0.247 0.187 0.012 0.208 0.704
beta0_black[14] 2.993 0.173 2.647 2.995 3.330
beta0_black[15] 1.408 0.174 1.076 1.404 1.755
beta0_black[16] 4.242 0.179 3.900 4.245 4.592
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.432 1.642 -6.746 -1.986 -0.499
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.934 0.956 36.839 39.094 40.352
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.264 0.201 -0.661 -0.264 0.135
beta4_black[2] 0.268 0.190 -0.106 0.270 0.640
beta4_black[3] -1.001 0.194 -1.376 -1.001 -0.612
beta4_black[4] 0.487 0.223 0.049 0.479 0.923
beta4_black[5] 0.697 1.572 -1.192 0.402 4.464
beta4_black[6] 0.828 1.628 -0.908 0.491 4.340
beta4_black[7] 0.670 1.416 -1.064 0.393 4.156
beta4_black[8] -0.242 0.321 -0.884 -0.237 0.366
beta4_black[9] 0.930 0.843 -0.248 0.743 3.064
beta4_black[10] 0.058 0.183 -0.309 0.057 0.421
beta4_black[11] -0.724 0.235 -1.171 -0.723 -0.259
beta4_black[12] 0.424 0.337 -0.219 0.419 1.103
beta4_black[13] -1.348 0.222 -1.782 -1.348 -0.911
beta4_black[14] -0.128 0.246 -0.611 -0.130 0.352
beta4_black[15] -0.929 0.232 -1.393 -0.926 -0.482
beta4_black[16] -0.602 0.248 -1.083 -0.602 -0.111
beta0_dsr[11] 1.900 0.171 1.568 1.902 2.235
beta0_dsr[12] 4.975 0.268 4.454 4.972 5.514
beta0_dsr[13] 1.518 0.171 1.179 1.521 1.859
beta0_dsr[14] 2.619 0.181 2.271 2.617 2.984
beta0_dsr[15] 1.334 0.169 1.005 1.337 1.672
beta0_dsr[16] 2.832 0.177 2.495 2.832 3.189
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.657 0.233 0.191 0.658 1.119
beta4_dsr[12] 0.012 0.702 -1.278 -0.026 1.525
beta4_dsr[13] -0.320 0.233 -0.771 -0.322 0.124
beta4_dsr[14] 0.055 0.277 -0.475 0.055 0.612
beta4_dsr[15] 0.822 0.227 0.368 0.819 1.270
beta4_dsr[16] 0.085 0.259 -0.416 0.083 0.590
beta0_slope[11] -1.831 0.174 -2.169 -1.834 -1.489
beta0_slope[12] -4.746 0.253 -5.241 -4.744 -4.259
beta0_slope[13] -1.262 0.173 -1.599 -1.262 -0.932
beta0_slope[14] -2.626 0.184 -2.983 -2.629 -2.278
beta0_slope[15] -1.255 0.167 -1.573 -1.255 -0.932
beta0_slope[16] -2.678 0.180 -3.025 -2.677 -2.322
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.803 0.235 -1.268 -0.803 -0.338
beta4_slope[12] -1.621 0.593 -2.805 -1.612 -0.500
beta4_slope[13] 0.068 0.228 -0.378 0.071 0.502
beta4_slope[14] 0.012 0.272 -0.532 0.013 0.545
beta4_slope[15] -0.895 0.227 -1.349 -0.889 -0.459
beta4_slope[16] -0.237 0.238 -0.711 -0.235 0.229
beta5_slope[11] 2.667 0.287 2.101 2.659 3.235
beta5_slope[12] -0.200 0.480 -1.147 -0.193 0.739
beta5_slope[13] 1.230 0.281 0.696 1.226 1.787
beta5_slope[14] 4.023 0.518 3.064 4.012 5.105
beta5_slope[15] 1.755 0.272 1.204 1.756 2.283
beta5_slope[16] 2.680 0.358 1.991 2.669 3.391
sigma_H[1] 0.223 0.055 0.128 0.219 0.342
sigma_H[2] 0.168 0.030 0.118 0.166 0.235
sigma_H[3] 0.197 0.041 0.123 0.195 0.283
sigma_H[4] 0.419 0.075 0.292 0.412 0.589
sigma_H[5] 1.047 0.213 0.669 1.031 1.486
sigma_H[6] 0.407 0.196 0.055 0.396 0.820
sigma_H[7] 0.308 0.064 0.212 0.298 0.463
sigma_H[8] 0.409 0.083 0.274 0.402 0.590
sigma_H[9] 0.521 0.125 0.330 0.503 0.813
sigma_H[10] 0.212 0.042 0.139 0.208 0.303
sigma_H[11] 0.275 0.045 0.201 0.270 0.377
sigma_H[12] 0.439 0.168 0.205 0.413 0.780
sigma_H[13] 0.220 0.037 0.156 0.218 0.301
sigma_H[14] 0.514 0.091 0.348 0.507 0.709
sigma_H[15] 0.245 0.040 0.178 0.240 0.335
sigma_H[16] 0.227 0.044 0.154 0.222 0.324
lambda_H[1] 2.580 3.292 0.148 1.559 11.041
lambda_H[2] 6.415 5.733 0.647 4.765 21.323
lambda_H[3] 6.287 8.884 0.289 3.260 28.827
lambda_H[4] 0.006 0.004 0.001 0.005 0.017
lambda_H[5] 4.450 10.399 0.035 0.960 34.091
lambda_H[6] 7.419 13.966 0.007 0.913 47.327
lambda_H[7] 0.013 0.009 0.002 0.011 0.034
lambda_H[8] 8.275 10.513 0.096 4.632 36.956
lambda_H[9] 0.015 0.010 0.003 0.012 0.039
lambda_H[10] 0.294 0.802 0.031 0.194 0.944
lambda_H[11] 0.275 0.409 0.012 0.130 1.248
lambda_H[12] 4.849 6.540 0.198 2.570 23.079
lambda_H[13] 3.303 2.964 0.284 2.475 11.053
lambda_H[14] 3.482 4.576 0.223 2.066 14.801
lambda_H[15] 0.028 0.070 0.004 0.017 0.101
lambda_H[16] 1.334 1.814 0.079 0.766 6.474
mu_lambda_H[1] 4.199 1.876 1.095 4.074 8.310
mu_lambda_H[2] 3.814 1.935 0.618 3.660 7.841
mu_lambda_H[3] 3.547 1.894 0.763 3.272 7.835
sigma_lambda_H[1] 8.302 4.344 1.818 7.623 18.229
sigma_lambda_H[2] 8.357 4.648 1.050 7.785 18.219
sigma_lambda_H[3] 6.239 4.028 0.967 5.379 16.507
beta_H[1,1] 6.903 1.102 4.266 7.058 8.578
beta_H[2,1] 9.841 0.551 8.596 9.889 10.817
beta_H[3,1] 7.981 0.781 6.156 8.080 9.209
beta_H[4,1] 9.109 7.828 -6.980 9.367 23.730
beta_H[5,1] 0.204 2.308 -4.759 0.394 4.049
beta_H[6,1] 3.147 4.000 -6.767 4.624 7.847
beta_H[7,1] 0.788 5.735 -11.587 1.102 10.936
beta_H[8,1] 1.320 3.718 -2.527 1.233 3.530
beta_H[9,1] 12.987 5.811 1.284 13.002 24.421
beta_H[10,1] 7.015 1.744 3.432 7.077 10.423
beta_H[11,1] 5.171 3.531 -2.840 5.983 9.906
beta_H[12,1] 2.599 1.138 0.718 2.537 4.943
beta_H[13,1] 9.053 0.922 7.158 9.122 10.556
beta_H[14,1] 2.207 1.032 0.208 2.201 4.231
beta_H[15,1] -6.146 3.866 -13.098 -6.297 2.446
beta_H[16,1] 2.991 2.099 -0.798 2.892 7.371
beta_H[1,2] 7.874 0.259 7.341 7.876 8.354
beta_H[2,2] 10.002 0.147 9.702 10.003 10.294
beta_H[3,2] 8.940 0.192 8.561 8.940 9.319
beta_H[4,2] 3.595 1.462 0.841 3.544 6.612
beta_H[5,2] 2.083 0.969 0.171 2.098 3.938
beta_H[6,2] 5.801 1.057 3.411 5.979 7.456
beta_H[7,2] 2.605 1.097 0.636 2.515 4.966
beta_H[8,2] 3.006 1.063 1.368 3.138 4.212
beta_H[9,2] 3.511 1.119 1.400 3.497 5.869
beta_H[10,2] 8.193 0.352 7.475 8.202 8.872
beta_H[11,2] 9.775 0.630 8.842 9.643 11.212
beta_H[12,2] 3.954 0.375 3.269 3.934 4.690
beta_H[13,2] 9.108 0.252 8.660 9.095 9.599
beta_H[14,2] 4.025 0.346 3.369 4.019 4.711
beta_H[15,2] 11.363 0.694 9.869 11.405 12.641
beta_H[16,2] 4.633 0.780 3.097 4.649 6.099
beta_H[1,3] 8.416 0.257 7.942 8.409 8.960
beta_H[2,3] 10.024 0.134 9.761 10.024 10.288
beta_H[3,3] 9.614 0.163 9.301 9.611 9.942
beta_H[4,3] -2.525 0.867 -4.219 -2.519 -0.792
beta_H[5,3] 4.002 0.620 2.728 4.015 5.142
beta_H[6,3] 8.130 1.196 6.508 7.737 10.725
beta_H[7,3] -2.703 0.660 -4.072 -2.679 -1.426
beta_H[8,3] 5.261 0.504 4.644 5.197 6.244
beta_H[9,3] -2.877 0.739 -4.315 -2.868 -1.431
beta_H[10,3] 8.655 0.277 8.104 8.660 9.187
beta_H[11,3] 8.570 0.285 7.968 8.590 9.064
beta_H[12,3] 5.259 0.318 4.497 5.304 5.781
beta_H[13,3] 8.817 0.178 8.457 8.821 9.166
beta_H[14,3] 5.702 0.277 5.100 5.722 6.196
beta_H[15,3] 10.365 0.316 9.742 10.360 10.996
beta_H[16,3] 6.676 0.457 5.680 6.716 7.467
beta_H[1,4] 8.165 0.182 7.786 8.178 8.491
beta_H[2,4] 10.038 0.135 9.753 10.045 10.277
beta_H[3,4] 10.102 0.158 9.756 10.116 10.381
beta_H[4,4] 11.788 0.452 10.888 11.789 12.651
beta_H[5,4] 5.641 0.741 4.408 5.553 7.327
beta_H[6,4] 7.157 0.936 5.105 7.449 8.409
beta_H[7,4] 8.293 0.350 7.599 8.304 8.962
beta_H[8,4] 6.733 0.247 6.300 6.742 7.152
beta_H[9,4] 7.192 0.457 6.269 7.201 8.078
beta_H[10,4] 7.701 0.228 7.282 7.694 8.177
beta_H[11,4] 9.412 0.202 9.014 9.408 9.800
beta_H[12,4] 7.160 0.213 6.756 7.156 7.600
beta_H[13,4] 9.005 0.137 8.723 9.008 9.260
beta_H[14,4] 7.703 0.215 7.291 7.698 8.143
beta_H[15,4] 9.471 0.235 9.004 9.467 9.939
beta_H[16,4] 9.255 0.201 8.895 9.248 9.683
beta_H[1,5] 8.957 0.150 8.658 8.957 9.249
beta_H[2,5] 10.764 0.095 10.587 10.762 10.953
beta_H[3,5] 10.895 0.166 10.598 10.885 11.239
beta_H[4,5] 8.383 0.465 7.499 8.368 9.341
beta_H[5,5] 5.493 0.586 4.096 5.547 6.464
beta_H[6,5] 8.965 0.635 8.074 8.799 10.502
beta_H[7,5] 6.769 0.340 6.095 6.768 7.452
beta_H[8,5] 8.242 0.212 7.896 8.229 8.690
beta_H[9,5] 8.207 0.465 7.293 8.206 9.112
beta_H[10,5] 10.089 0.228 9.612 10.096 10.528
beta_H[11,5] 11.533 0.231 11.082 11.532 11.999
beta_H[12,5] 8.511 0.196 8.144 8.506 8.915
beta_H[13,5] 10.005 0.126 9.765 10.007 10.262
beta_H[14,5] 9.191 0.229 8.777 9.179 9.698
beta_H[15,5] 11.160 0.244 10.675 11.160 11.638
beta_H[16,5] 9.947 0.156 9.633 9.952 10.250
beta_H[1,6] 10.232 0.194 9.899 10.218 10.659
beta_H[2,6] 11.539 0.113 11.310 11.540 11.756
beta_H[3,6] 10.808 0.158 10.468 10.819 11.086
beta_H[4,6] 12.863 0.831 11.152 12.874 14.468
beta_H[5,6] 6.007 0.609 4.824 5.998 7.198
beta_H[6,6] 8.870 0.662 7.152 9.004 9.796
beta_H[7,6] 9.883 0.568 8.742 9.885 10.975
beta_H[8,6] 9.540 0.274 9.052 9.558 9.971
beta_H[9,6] 8.461 0.792 6.921 8.453 10.035
beta_H[10,6] 9.479 0.313 8.819 9.506 10.016
beta_H[11,6] 10.829 0.351 10.077 10.860 11.442
beta_H[12,6] 9.391 0.255 8.878 9.391 9.914
beta_H[13,6] 11.021 0.162 10.714 11.016 11.350
beta_H[14,6] 9.839 0.292 9.250 9.841 10.396
beta_H[15,6] 10.833 0.422 10.002 10.829 11.675
beta_H[16,6] 10.530 0.207 10.098 10.542 10.896
beta_H[1,7] 10.938 0.906 8.675 11.066 12.370
beta_H[2,7] 12.244 0.463 11.242 12.254 13.155
beta_H[3,7] 10.549 0.662 9.082 10.611 11.645
beta_H[4,7] 2.469 4.223 -5.828 2.374 10.855
beta_H[5,7] 6.596 1.806 3.187 6.596 10.818
beta_H[6,7] 9.584 2.396 4.705 9.604 15.354
beta_H[7,7] 10.493 2.850 5.017 10.482 16.217
beta_H[8,7] 10.988 1.016 9.513 10.939 12.730
beta_H[9,7] 4.430 4.100 -3.782 4.402 12.467
beta_H[10,7] 9.905 1.433 7.340 9.781 13.140
beta_H[11,7] 10.952 1.709 7.926 10.841 14.557
beta_H[12,7] 9.988 0.966 7.841 10.091 11.562
beta_H[13,7] 11.613 0.748 9.920 11.692 12.781
beta_H[14,7] 10.410 0.962 8.413 10.479 12.071
beta_H[15,7] 11.868 2.176 7.641 11.873 16.095
beta_H[16,7] 11.988 1.077 10.258 11.822 14.541
beta0_H[1] 8.682 13.960 -18.571 8.571 38.420
beta0_H[2] 10.484 7.359 -4.457 10.561 24.904
beta0_H[3] 9.841 10.266 -9.701 10.028 29.074
beta0_H[4] 11.522 179.699 -350.475 6.545 366.116
beta0_H[5] 4.678 23.894 -42.308 4.198 54.800
beta0_H[6] 6.533 50.579 -102.331 7.685 116.214
beta0_H[7] 6.748 133.027 -269.635 8.148 277.187
beta0_H[8] 6.606 33.311 -13.822 6.323 30.510
beta0_H[9] 5.557 126.290 -246.764 6.337 258.817
beta0_H[10] 8.798 33.889 -59.334 8.868 80.439
beta0_H[11] 10.607 47.422 -89.526 10.945 115.253
beta0_H[12] 6.656 11.431 -16.787 6.820 28.214
beta0_H[13] 9.986 11.541 -10.992 9.937 30.534
beta0_H[14] 7.185 13.328 -15.711 6.792 31.322
beta0_H[15] 8.136 101.111 -197.797 10.351 203.047
beta0_H[16] 7.803 19.613 -33.970 8.105 47.005